{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "UFMEqofgYYkP"
      },
      "source": [
        "# Explaining Graph Neural Networks"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "id": "7p6kg2ZQhzJx"
      },
      "outputs": [],
      "source": [
        "import torch\n",
        "!pip install -q torch-scatter~=2.1.0 torch-sparse~=0.6.16 torch-cluster~=1.6.0 torch-spline-conv~=1.2.1 torch-geometric~=2.0.4 -f https://data.pyg.org/whl/torch-{torch.__version__}.html\n",
        "!pip install -q captum==0.6.0\n",
        "\n",
        "torch.manual_seed(0)\n",
        "torch.cuda.manual_seed(0)\n",
        "torch.cuda.manual_seed_all(0)\n",
        "torch.backends.cudnn.deterministic = True\n",
        "torch.backends.cudnn.benchmark = Falseimport torch\n",
        "!pip install -q torch-scatter~=2.1.0 torch-sparse~=0.6.16 torch-cluster~=1.6.0 torch-spline-conv~=1.2.1 torch-geometric~=2.0.4 -f https://data.pyg.org/whl/torch-{torch.__version__}.html\n",
        "!pip install -q captum==0.6.0\n",
        "\n",
        "torch.manual_seed(0)\n",
        "torch.cuda.manual_seed(0)\n",
        "torch.cuda.manual_seed_all(0)\n",
        "torch.backends.cudnn.deterministic = True\n",
        "torch.backends.cudnn.benchmark = False"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "URim4zgS48p7"
      },
      "source": [
        "## GNNExplainer"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 2,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "0KPp_MkFlKeJ",
        "outputId": "223667ff-e8ff-412c-81fc-15fd5268b48a"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Epoch   0 | Train Loss: 1.93 | Train Acc: 65.39% | Val Loss: 0.61 | Val Acc: 68.42%\n",
            "Epoch  20 | Train Loss: 0.46 | Train Acc: 79.88% | Val Loss: 0.35 | Val Acc: 89.47%\n",
            "Epoch  40 | Train Loss: 0.39 | Train Acc: 82.48% | Val Loss: 0.33 | Val Acc: 94.74%\n",
            "Epoch  60 | Train Loss: 0.33 | Train Acc: 81.44% | Val Loss: 0.35 | Val Acc: 89.47%\n",
            "Epoch  80 | Train Loss: 0.40 | Train Acc: 75.80% | Val Loss: 0.56 | Val Acc: 68.42%\n",
            "Epoch 100 | Train Loss: 0.38 | Train Acc: 78.98% | Val Loss: 0.21 | Val Acc: 94.74%\n",
            "Epoch 120 | Train Loss: 0.30 | Train Acc: 88.68% | Val Loss: 0.28 | Val Acc: 89.47%\n",
            "Epoch 140 | Train Loss: 0.20 | Train Acc: 92.23% | Val Loss: 0.21 | Val Acc: 94.74%\n",
            "Epoch 160 | Train Loss: 0.34 | Train Acc: 88.12% | Val Loss: 0.28 | Val Acc: 89.47%\n",
            "Epoch 180 | Train Loss: 0.28 | Train Acc: 87.59% | Val Loss: 0.17 | Val Acc: 94.74%\n",
            "Epoch 200 | Train Loss: 0.17 | Train Acc: 93.75% | Val Loss: 0.27 | Val Acc: 89.47%\n",
            "Test Loss: 0.41 | Test Acc: 84.21%\n"
          ]
        }
      ],
      "source": [
        "import matplotlib.pyplot as plt\n",
        "\n",
        "import torch\n",
        "import torch.nn.functional as F\n",
        "from torch.nn import Linear, Sequential, BatchNorm1d, ReLU, Dropout\n",
        "\n",
        "from torch_geometric.datasets import TUDataset\n",
        "from torch_geometric.loader import DataLoader\n",
        "from torch_geometric.nn import GINConv, global_add_pool, GNNExplainer\n",
        "\n",
        "dataset = TUDataset(root='data/TUDataset', name='MUTAG').shuffle()\n",
        "\n",
        "# Create training, validation, and test sets\n",
        "train_dataset = dataset[:int(len(dataset)*0.8)]\n",
        "val_dataset   = dataset[int(len(dataset)*0.8):int(len(dataset)*0.9)]\n",
        "test_dataset  = dataset[int(len(dataset)*0.9):]\n",
        "\n",
        "# Create mini-batches\n",
        "train_loader = DataLoader(train_dataset, batch_size=64, shuffle=True)\n",
        "val_loader   = DataLoader(val_dataset, batch_size=64, shuffle=True)\n",
        "test_loader  = DataLoader(test_dataset, batch_size=64, shuffle=True)\n",
        "\n",
        "class GIN(torch.nn.Module):\n",
        "    \"\"\"GIN\"\"\"\n",
        "    def __init__(self, dim_h):\n",
        "        super(GIN, self).__init__()\n",
        "        self.conv1 = GINConv(\n",
        "            Sequential(Linear(dataset.num_node_features, dim_h),\n",
        "                       BatchNorm1d(dim_h), ReLU(),\n",
        "                       Linear(dim_h, dim_h), ReLU()))\n",
        "        self.conv2 = GINConv(\n",
        "            Sequential(Linear(dim_h, dim_h), BatchNorm1d(dim_h), ReLU(),\n",
        "                       Linear(dim_h, dim_h), ReLU()))\n",
        "        self.conv3 = GINConv(\n",
        "            Sequential(Linear(dim_h, dim_h), BatchNorm1d(dim_h), ReLU(),\n",
        "                       Linear(dim_h, dim_h), ReLU()))\n",
        "        self.lin1 = Linear(dim_h*3, dim_h*3)\n",
        "        self.lin2 = Linear(dim_h*3, dataset.num_classes)\n",
        "\n",
        "    def forward(self, x, edge_index, batch):\n",
        "        h1 = self.conv1(x, edge_index)\n",
        "        h2 = self.conv2(h1, edge_index)\n",
        "        h3 = self.conv3(h2, edge_index)\n",
        "\n",
        "        h1 = global_add_pool(h1, batch)\n",
        "        h2 = global_add_pool(h2, batch)\n",
        "        h3 = global_add_pool(h3, batch)\n",
        "\n",
        "        h = torch.cat((h1, h2, h3), dim=1)\n",
        "\n",
        "        h = self.lin1(h)\n",
        "        h = h.relu()\n",
        "        h = F.dropout(h, p=0.5, training=self.training)\n",
        "        h = self.lin2(h)\n",
        "        \n",
        "        return F.log_softmax(h, dim=1)\n",
        "\n",
        "model = GIN(dim_h=32)\n",
        "\n",
        "@torch.no_grad()\n",
        "def test(model, loader):\n",
        "    criterion = torch.nn.CrossEntropyLoss()\n",
        "    model.eval()\n",
        "    loss = 0\n",
        "    acc = 0\n",
        "\n",
        "    for data in loader:\n",
        "        out = model(data.x, data.edge_index, data.batch)\n",
        "        loss += criterion(out, data.y) / len(loader)\n",
        "        acc += accuracy(out.argmax(dim=1), data.y) / len(loader)\n",
        "\n",
        "    return loss, acc\n",
        "\n",
        "def accuracy(pred_y, y):\n",
        "    return ((pred_y == y).sum() / len(y)).item()\n",
        "\n",
        "criterion = torch.nn.CrossEntropyLoss()\n",
        "optimizer = torch.optim.Adam(model.parameters(), lr=0.01)\n",
        "epochs = 200\n",
        "\n",
        "model.train()\n",
        "for epoch in range(epochs+1):\n",
        "    total_loss = 0\n",
        "    acc = 0\n",
        "    val_loss = 0\n",
        "    val_acc = 0\n",
        "\n",
        "    # Train on batches\n",
        "    for data in train_loader:\n",
        "        optimizer.zero_grad()\n",
        "        out = model(data.x, data.edge_index, data.batch)\n",
        "        loss = criterion(out, data.y)\n",
        "        total_loss += loss / len(train_loader)\n",
        "        acc += accuracy(out.argmax(dim=1), data.y) / len(train_loader)\n",
        "        loss.backward()\n",
        "        optimizer.step()\n",
        "\n",
        "        # Validation\n",
        "        val_loss, val_acc = test(model, val_loader)\n",
        "\n",
        "    # Print metrics every 20 epochs\n",
        "    if(epoch % 20 == 0):\n",
        "        print(f'Epoch {epoch:>3} | Train Loss: {total_loss:.2f} | Train Acc: {acc*100:>5.2f}% | Val Loss: {val_loss:.2f} | Val Acc: {val_acc*100:.2f}%')\n",
        "\n",
        "test_loss, test_acc = test(model, test_loader)\n",
        "print(f'Test Loss: {test_loss:.2f} | Test Acc: {test_acc*100:.2f}%')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 3,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "PAaa5q0yrmHA",
        "outputId": "147eeaca-24bb-4772-dd36-00aea751df07"
      },
      "outputs": [
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "Explain graph: 100%|██████████| 100/100 [00:00<00:00, 121.91it/s]\n"
          ]
        },
        {
          "data": {
            "text/plain": [
              "tensor([0.7777, 0.6492, 0.6702, 0.2613, 0.2655, 0.2748, 0.2574])"
            ]
          },
          "execution_count": 3,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "explainer = GNNExplainer(model, epochs=100, num_hops=1)\n",
        "data = dataset[-1]\n",
        "feature_mask, edge_mask = explainer.explain_graph(data.x, data.edge_index)\n",
        "feature_mask"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 4,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 661
        },
        "id": "xPlAlqubQuha",
        "outputId": "75e3156d-3319-4264-c981-be49a927caa4"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 1200x800 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "fig = plt.figure(dpi=200)\n",
        "ax, G = explainer.visualize_subgraph(-1, data.edge_index, edge_mask, y=data.y)\n",
        "ax.axis('off')\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "lPvDumRKXlH9"
      },
      "source": [
        "## Explaining GNNs with Captum"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 5,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "f7-uY73-hpKi",
        "outputId": "23769a95-318b-42c4-ce81-43d5e84fd738"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Accuracy: 68.83%\n"
          ]
        }
      ],
      "source": [
        "import numpy as np\n",
        "np.random.seed(0)\n",
        "import tqdm\n",
        "import matplotlib.pyplot as plt\n",
        "import torch.nn.functional as F\n",
        "from captum.attr import IntegratedGradients\n",
        "\n",
        "import torch_geometric.transforms as T\n",
        "from torch_geometric.datasets import Twitch\n",
        "from torch_geometric.nn import Explainer, GCNConv, to_captum\n",
        "\n",
        "\n",
        "dataset = Twitch('.', name=\"EN\")\n",
        "data = dataset[0]\n",
        "\n",
        "class GCN(torch.nn.Module):\n",
        "    def __init__(self, dim_h):\n",
        "        super().__init__()\n",
        "        self.conv1 = GCNConv(dataset.num_features, dim_h)\n",
        "        self.conv2 = GCNConv(dim_h, dataset.num_classes)\n",
        "\n",
        "    def forward(self, x, edge_index):\n",
        "        h = self.conv1(x, edge_index).relu()\n",
        "        h = F.dropout(h, p=0.5, training=self.training)\n",
        "        h = self.conv2(h, edge_index)\n",
        "        return F.log_softmax(h, dim=1)\n",
        "\n",
        "device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')\n",
        "model = GCN(64).to(device)\n",
        "data = data.to(device)\n",
        "optimizer = torch.optim.Adam(model.parameters(), lr=0.001, weight_decay=5e-4)\n",
        "\n",
        "for epoch in range(200):\n",
        "    model.train()\n",
        "    optimizer.zero_grad()\n",
        "    log_logits = model(data.x, data.edge_index)\n",
        "    loss = F.nll_loss(log_logits, data.y)\n",
        "    loss.backward()\n",
        "    optimizer.step()\n",
        "\n",
        "def accuracy(pred_y, y):\n",
        "    return ((pred_y == y).sum() / len(y)).item()\n",
        "\n",
        "@torch.no_grad()\n",
        "def test(model, data):\n",
        "    model.eval()\n",
        "    out = model(data.x, data.edge_index)\n",
        "    acc = accuracy(out.argmax(dim=1), data.y)\n",
        "    return acc\n",
        "  \n",
        "acc = test(model, data)\n",
        "print(f'Accuracy: {acc*100:.2f}%')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 6,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 661
        },
        "id": "EI8m7JERQ5LA",
        "outputId": "4a4f53a5-9c6f-49cd-efc3-8e50bfe90dfb"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 1200x800 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "node_idx = 0\n",
        "captum_model = to_captum(model, mask_type='node_and_edge', output_idx=node_idx)\n",
        "ig = IntegratedGradients(captum_model)\n",
        "edge_mask = torch.ones(data.num_edges, requires_grad=True, device=device)\n",
        "\n",
        "attr_node, attr_edge = ig.attribute(\n",
        "    (data.x.unsqueeze(0), edge_mask.unsqueeze(0)),\n",
        "    target=int(data.y[node_idx]),\n",
        "    additional_forward_args=(data.edge_index),\n",
        "    internal_batch_size=1)\n",
        "\n",
        "attr_node = attr_node.squeeze(0).abs().sum(dim=1)\n",
        "attr_node /= attr_node.max()\n",
        "attr_edge = attr_edge.squeeze(0).abs()\n",
        "attr_edge /= attr_edge.max()\n",
        "\n",
        "fig = plt.figure(dpi=200)\n",
        "explainer = Explainer(model)\n",
        "ax, G = explainer.visualize_subgraph(node_idx, data.edge_index, attr_edge, node_alpha=attr_node, y=data.y)\n",
        "ax.axis('off')\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 7,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 661
        },
        "id": "R6XMAmNuRHnj",
        "outputId": "0b6ef69b-949c-4d9b-aba1-6e571543da7c"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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WghsJwigkTfpHADb2U3/n78eUU56vWIX5X075XIAQoaZiFuErudK+lVvv0OhD/fr/L0Xqp8Np4y3ccgzePU2I0F9O4zSxIo5mFGbg0PTHg9bjYJo9Yx02//vX1FdQGzxrsleXA4RROHhieVipxQShVBCRLAiCMFwqKx+mtfXLQAVPPnkkcBcAs2b9C667LwCRyF8mPrVoGZu8TRqaAwL9d3/f9N7+ldfpePelaD3F/o/LPz/rsPMeAVj2+QM+4TrOZwCIRhdSX38SuaRSjZn3rrtTpsykSUtYunRJwXYffvhkXnvtEbSeAmhqa89m8+ZHhn0ecvCFcQxPHA+c/1kQxgYRAAfnW3Hi3xqgbGOc+G0ACvUcsCBfoUd5VP2YH//RxT0GwMK660EePHe4DUyQMLmRqaNusK7WwrYkazUOkbUQm2VjHXaAJFm36aHvJSu2Tb0AaSAF2Ci0/z4t1mVB6I+IZEEQShGd8394RKPZ1C+JxHTzVm3esrup2IqUvd1HGOdgV1a/mY53A+D29swCHgGwHB3L9Iy6u39Fd3fxtjjOwbS2emmcent/BeQXySee2MCCBQ+j9c4AVFVdRGvr7cUrH5hBCuMUnhV5gIMRhNLgOI77fy7uKQAW1sNXcMWpX+SLw3ouzWFOo4t7FIBCvdVE06JBbpp12xWxtPXwxHGYrGg1VmQb7/yn/ddIfAemviChwP4912uvHREUaSAp378gZBGRLAhCqTN81+t4fGrmvWV1TdzkWYqXK9vJ+LFpHapty7+Ptlq0dt1wpgqUY8raWCq3h/OROeOMah588AG03hOA8vJL6Oi4foi1ZDvU8+ZpddlltUA5WXe+XNJ4wjiutR7xQxK2IyrPdb29OtkaHQhctFWCUGn0gF4RCvU+MANYpdG7FSsbIvRbB+cMf7unz+TMr/yAHwzbBXYZy07BE0GECYsVeTShCOENHhqrcdh/7wAJ8j87Rxojwi1//1H6imkbRRLdT1wLQkkiIlkQhJJDg1aZt33mbw2N7u4TzdtQZd0SYzGOVDeuird6Rmad6P10Wy0F85y6Xe0HZxaisZVttZ7ImPnUyueASrMqKLRNmZVf//T0+JsveRbjcPg2ksmzCrb1kkvKuOWWe3HdjwNQVvYburuvGsrh+mSDnV122WQgmLTZuAkmgC6g03+f1lrL3MixSN+o0cH/hcoH6euxIVaqDGHClzg4FwIo1MvHcMyXruXa5EepM0XKRLVO78ZufxnCpls9t3TJ4t0/UbKuz1G8823cnrfHeXfxnstBN+8Qnnu38gV9UqJiC6WOiGRBEEoVEwW0f6e/tvbrXHzx3fzwh4lCG6uKqvN1On20t6BW7nDVXS8aITvlD/e9teLYvdaj9VSdTh7//uE7HLrb02sX5Nbxwb/uvo9O9H7bX+ypOvy4ZwvtzwhjyArmsA4rE+5aodQEf95z06ScjW+6Kcyvf/0XHOdTAESjf6Cn5/JC+xoA06Eu1LnrwuuAAVT5L5RSLtmOoXmlJcr1KCR/Ltbs2sLLhb5LFfi7NXO6musy78BXLbUHJUjsapYdnIbshnrXMsq+GSwfJ37rVmgjUaLnpklf4i+uq6b6pwtZuPNEJhbc5hzOWXYZlxW08E1m8p4mMraF9cQiFg0UpT6XYve0MBz6Wo8jeH1uM4g4GjBzklN47YuSbV+Zb1VObcf2CcJ2RUn/RBCEUkR582fDeJ2DvqmVLGspWlcSidxPefnLVFWtIBbrJh6vVG3ts3VPz1dwfcEJycjEHb+8332rFwSF7LJP1X/V7Wi9wV9MqUj0/+yahketyurNbk9XvdPWfIROxM/Gc1VGlVVcvsdrXVcM5RiClmQVjvx5j7cSZwE0N6D7COVw+HbS6eMBsO0F7Lrrj1Gq8MM/Ekny9tv/LLC2DM/ikEKpBNCIF003mL6kE+gdxCEYVz/TUUsiwnn7kF8YF7IeD+b7KbSNzvlMj5iFWWUCIdn0n4+JjX2ji/vNftsVYDDu1f2bMLC7tYX1d43+7FDqnc703VaxalWh9WHC/2mib5dR9tUeev46hOpDeOfLlYjHI4QiSvaZaK6jJNvGrXq4BC3dSbxrwhPN4gUilCBiSRYEoVQJRg3N525YTzJ5Osnk6bS1ZT7sU0ipdaEJU87Z5ZnVz7TlbLz7yy13LPtE1US3p2seENbJxNnpzevPZvP63HZoFY39fte/rRiSQM5HbRuqrRbd0IxqaA6IZSOQARznUJYte7VoRUqtBvbMt8b/7wKuL2Y3K6Xa8YSySVliAtF0k42uagRMbn1h/xXYvQpam1NASoTzVkJl0sZkP+lvHR6O1Tf3+8oV4TrzufeJOwId8X7W0MUs5mzOrnZwtso85dHAozyq0qS/6i+2ncqpDw1h88F4AgiDpa97tbEee0GxRj8u3oCxGTy28azKMRS9IpSFUkMsyYIglCSKjCtcGSYNhmHOnN1YseJoEolP4bozcfVE0A1AHKU2Kzv0jiqvfKzh1IvubTz74nj+PXisOGnf3ZIrlp6mU8nP4Loz8eYZ96Cs1Socfjk8Zfofd3l0+VvDOYZ8lmTjim2s2s0N6KbJamjRpJVajevmE8mm4xcHkjpwzpRSCqiBPsljXaBdax33yxjBbDphJtLqYBDhPJKoTOqZ7Cd9B0G2NkaY5wpbPWxXbJWxIhu3Vn0Yh1WtY10lwH7s13oHdwzGw6GUMNeBg6QC+mh4118M73zG8M7ttgrKNdIYq7LGOwYX6JV5ykIpISJZEISSRJHp0ARd4fphIlZDdi5w0K16tGKsymZ56V4j0mYzvy4B9Oo8YkopFQNq6WudjOOJ5Xzlg9ZkI54HK5yNhUaE82DpaznOtexuj3NXqA1Dtyxn88/aAFdyJfOZP9FfpX/KT5tO4zTp5PfFeH24Mv/0I5AVyOY/eFNOxvLzyFjFFd6xiFAWSgoRyYIglCzKsyIba2Y/C9OeS7KWtlzRORbIa1XODeo1NGL4aUQ09BQq5FuMa/DOr8EB2rTWAwatySOc+7lkFyHpvxJAUkRzgL7W40KW3O1FPkv20K3KKpNax/4YH6vpoScCMIMZnU/yZNdINXYcYazurqT+GSbe4EwZWYGsGVxMhrFClL5WcRHKQkkgc5IFQShlzLzkfvMVjUAeS9bjXEybg3OV4SMJZZP+qaj7oG8xblVK9eKJZeMGW6+U2jxQvmRf2Bqx6+148MI54r8qAa2UCorm0rQ057cejxZxbAhGm7cwbVPYDM2q7ALWT/hJmRHIESLpq7laBHJhRtu1MHZQfVyrx6NABu/ZGfVfvXhzlOPimi+Md0QkC4JQygSDd4WA9Fh1ry5GWy16BISyCcoVPGdF0VrHfZFaS9Ztb1gMUjjnumobd8EoXioqI5oTQEJrPf7dS/Nbj0ezFSiYxskMylioQVuV9aM8ql7l1epKKumiy/0Mn2mfzeyt2eaxSnYwQkTycDFW1vEqkA1GKMfICmUJ5iWMa8TdWhCEkiUwLzmMJwJ7gxbksS6Ocwke0zBcr2N4giVJgfnIxVBKRfC07lYVpkopE1zMiGO7SHFzPEY0jy9306xAHq3W44HIbfeghPJB6qDGXnorK6iwkiQ7X+GV3ODzgkcmwJnMRx4GKhN80AjlokEcxwnB+dYOetwOCgiCWJIFQShdNLjK6yQqILTTh55r53gUyPCRLMpGbKUAZ6gCGUBrvU1SoGitHbzOqomobZMVzKYzazCDJDG/rENf0TwWo9IWcq8ezdbjQgStyh4DuF8rpSKTmBSrptqtoYbLubxj2zR1zBEMljYWr43ti+oTpd9m/FqQc/FSQnnP0gSKsAywCOMVEcmCIJQ6acCeuBHdGyU0ZQOp8SiQDcMSyjfcUMULL9SyZUsPa9a0qXffdcaK1dUXuj3+C6VUiKxgjtBXNNt4AXjK/LIOvmDGE82jX0z0Fchjwb16MHgu133dr/sJZd/9vraddjdCJJIg4SxkYfQwDisFC99QscheF2P9+ti2ePeYEcchsimSSgGTEiqG0RAKRwJ5CeMREcmCIJQ0Gpw570BLPWk7TTQVGv+j4rlCuWnSAIMCGzeW0d6epqPD5t13K4AKf25vHIiPCfHo44v7NNANoJQy7pJGNAfnTdt4eZ/L/bIpPItRfFQOEvQXyGPNvboYJsCeEXf5hHIFEO6lt6qTzugWtrQ+zuMNP+Nna02BR3lULWWptZ71Vgst1mf5bKoE00IZ7wLjaj1erpFthXlORPDO4dj0OBk+Lp5XUQTvWRqhdCzpQgkhIlkQhNJGoaY+RrqyC2v9FPTGKdhVneM/FUpQKO+5BFUkj3KIr3ylg7ffjrFpU9DqaqJIVyulEniW2sRYix7tz5FOAV2BQGBGMOeKZhMgrEoplSYrmEfLwMp4FcgGczxZoewLFN+tfhJegDaVIJHsoKPaxnYP4ZAJW9ii0qQtje4TPO4lXtJAqeVPDgbsKjWB99FQGetxxP9kwJR245QU3nkwbtchSSEmjDesgYsIgiCMa9TpN3k/7oko6WSktAYPTQTviZsKFgmx224p7rmnhalT1wEd0KczZFKg1AOTlFK1fpCuMYf2SGqtO7XWzcBGoBnogn4eBiG8NFMTlFKTlFI1SqnoNm5yFjXuBbKh7zzl7HFPA6rxBzXixMMWVtrB6XZxYylSdq5A9irr/1kJYNzWxYo8FFQmWr6Fd/9vkzgLo5gEnreNFyxRDT97gSCMRiS6tSAIpUu2g60OfJnw2h2wkxHKoglSpWBNhgEjXpvgNL1AWgesJr6bspm/my+CtAmg1butgnZtbXxrZQzvmAsNBLh456uXbWVZ7x/FuhSsosHBAK1QO+OJZPCuu85JTFLVVFv11NshQm4bbakIESdM2C2n3IkRcz/JJxOXcVlJ3Os+5l713IRlLungUZlAXWV491ipWpGDmLnZcSCNlnMijB9EJAuCUJqoPqKCefPgrpOJtdUQSocJV3XQG02WhpUlKJQDbtfGQpzCsxwXTPvkW1DL/fL5rAkuvmAGkmPNJTsfSikTGdsI5nzHbfKm9uINFoz8cWfnIZeSQDZkhPJMZqoP+bABT7gk8USgezVXqwu5UBNMd1S6KDxBk8azIpfS4MBHR1FONqJ1nNK+loKU4V1TKaBHvBOE8YKIZEEQShPVJ0WOBjj6MUKrpxNurieqgPqW0hgVNy7XbbXogDXZuA4ngJTu727cD39ObwxPMBdyPTYWmDhjcA5zPnzBHCWbTqqQYE6QFcwjI2ZVxjIYjFZcSmSPW+eZX+sNIoT8chaUtDAM4Z0rF8/qN+bvvW2Gysy/jZG9lwWPMN61FQeSkhJKGC+ISBYEofTII5AN+75OdPME7ESUWKm6XS/dC4tsxFJHDyNyacDSanJqFhOORjCPeZHnDxQEBXOh2B8mOnjvsPMxZ92sx/s85GIELeg6r/uwwl7MYutWbq2KEk1dzuWlGIk36Gbt5h1QEAqjiOGJwRje83DMP6tGEIVnTU4AKTSSck0YF5RUgBpBEISBOO4hknedTCxtk05ECUcSOKXgdm2iXW+aCOVdRHoqfZfMYQan8QVvD9ATsDDnWlqDn+NHyTaW1jHZifct48bF2riim2MMzt020bNr/NRSJp3W4I47Z7oApSmQwTvu7HlQqH75k1F6H/ZpSJOO1lFn38Vd6+cyd0xeX8PEnB/jZl1Kx/7R8QajTFRrY4kXsmi8wRdvSoPClmtMGA+IJVkQhNKir7jI+wA8ZAHhzRMINdcTRaFq2ugNlcBPfkUXavUMomh00+RMsK4RDbrlC2YT/GYgS6sRzOPCmu9H/TaCudAgtbGsx4u6ooubdR8e5VH7MR5jAxusv/JXY123gBpgQgUVbVOZ6tRSyw3csGUf9ikVl1AzD1ncrIeLIoJnRS7Hey6Ni+fRCGPjedCYAF6l6K0hjDNEJAuCUFoUcbUOsu/rRJsmYqXCxCwHt65t/Kf7aK0lEk1gp8PEAWftDlu/oxMQjoWiZIM3H9oI5nEhbpRSIbIDBeE8RYxFuv/c7RJ2s/4cn4uuYU0sTdpKk7YcHNvBsSJErChR1UGHmyCh22izgUagAe9cdU5j2sozOKPtMi4z1udSEDtB66dEsx4qKuNKbAJ29QBcwM4MZHwAACAASURBVAVVd3DHUd1075sita+LO1WjG4EyhWqzsN4ro+yJYzjm1ju4o6XYLk7ghAlP8uQZCRJHOjiz8HJ9d1tYH0aJLvg4H7/+RV5cXWj76Uw/uIWWAxIk9ndxd9XoBo2uA+IW1pow4ZenM/2Py1n+VrF2zGHOHh/y4VG99H7GwdlLoycBrkI1hQj9o4GG2zew4W9FqijDsygnkQBewjhARLIgCKXDIKzIhrtOhl9eTKy1DisRJRZOka5pH78BSdprCKfChBq2kAynSdcd963Ec6tu0dtynrCfVsoI5kKWVpNaKsH4iZRt41mpCh23iQ7eo7VOlaoV+VRODT3BExMKra+m2mqmmTTpyg466oCKwOq1wHsabQYYgnN0xysyD/mjkg3YFRSA7MAOh61j3UODqGHLFKacsZ71T+VbOY1ph69n/S1AXZE64nXUfbeFljvyrbSwlmv01AHaoaNEr3uLt368B3v0e2ZGiV6fJPlvA9RBiNDfT+XUU2/kxvY8qyWAlzCuEJEsCELpMEgrsmHePNRdJxPrqMZORoiMV6FsBHIkSXL6atyVJ+1H64Ylu6ZJ6zTpJqCLbWzF9S2txjW5UE5iM2c6iYnCPcZ/1HzLusk/3c8VvZzy9O7s3vsn/hSfzeySsiLPZ76ax7xJGp0JAmdhuTa2GyLkhAjpDjrqu+iq7qW33MWN4VmLm4AlmQEfT/gUFMqLWcxsZm+TY9qKBI9N0j0NF0UUT/yVEQjYtQM7HLae9deGCT8XJfpmjNjaSio3arTVSee0DjpOSJE6Hu97SO7BHp9dytJFwaoP5MCdXuGVf/h1EyL0cC21d9RSu6aDjilttB2bJPk1/MB0M5jx+ZWsXJjbRAvrTRt7VYTIKzFiH5RTvrGMso4OOiZ10rl/nPgZGj0RoIyyq3ro+Y/cOkKEHnJwDgNaokTvr6Ty+WqqV9nY6c1s3qeTzgtc3FkANvZLi1h0VD6xjTfY14sXwEtcroUxjYhkQRBKg2EGOjpzPtYLBxMdr0I5KJCrO3BmLyb56twZtZvYtGOatHZwNNCGJ0RdvA5QgjzRqP2I1lX4c/e01s0j0Ubf0hqMlF0II5pN+8bs9xSIkm1cshVALbUqSlTtxm7x53m+bXu2cXuwgAXczM2hndjJvYzL+lx/l3KpdS3X7tVNdyhFqiZFKg5sBtZprbMRd1VGIPcRyj/gB+EneKI2Rco+nMNbruXasTrFoqBA9q8r6Bs8bzDvDfmem4P5TAf+Z16jflBLZfKgZ1ytARay0DqQA4t6cUxi0jFNNP0FIEz4wVxLbYzYlQkSZwGUUXZ1Dz0X59ZRTfXZnXT+N0CI0OMpUifllnmSJ+0jObKgl8BX+Wr9ndz5rEbvDKS/wldm5rqAR4leV0bZK7/lt3/+Dt/pd93/kl+WzWPeAw7OQQB11H2ngGXb5ExOorPnSxDGIiKSBUEoDYbgap3LyXdhL55NxAhlO41j5ii/t2/5L3Qi/n1TNjR5xy/s9tTq53PrWPGlfXZPrV15qE727qed9Gy0noDWDYCDUk3Yodft6rq7Zj7w7iOh+okDtqnrpSftdd8/+VtuT9cpuM4soBKlNqhQ5JnITrtdO/P+d5cOVEdrLREnhB0UyHfPxTmVU+27uGuWRkcTJEyHtp3+uUGNIO3Fc7OrIWv91MDGke4EB3ISm1eheczgifqgaB6T1jSTTquCivJKKmNRomoyk7te4ZWO7d220cKpnBp6iqfqXdxYDz01KVJ2ilRLilRH3sGaHKF8JmdWLWBBmVk9gxmdT/Jk17Y7gvwsZjGrWKWWstTqoEM10WT10qs66LBSpFScuJUmrRIkrAgRq5rqcJw4G9ig48RZwQqX/GJ3NKGH8XLzvEZ2eoh3jZTjCWSLYaTCs7Hf8C2wWzR6p5x1L7q4+wD6fM6feg3XdOZu30QTk5i0GqgHWjR6+jCOhEoqL+qm+3KASUz68kY2PjHUOvZm770Ws/hVgBChR1Ok5uYpFsG7zrwAhDIHXhjDiEgWBKE0GKKrdS5GKHdWYSUjRJRGtxy056zUh+89T2AeaSGRvPRj0RtJJb8y4I5s+/nqo07+2rTfFg72svaiuQ2dT/71Xlx3vwJFElZV7UW7L2y9Jd/KtA0dNURdCyuaIFHViWsEsikzhSkN7bRPTJKMODhxvE6imQscxEQQDgHdeNYWDbT1sd5tJXwrsxHMEQYWzQmyonlszdFUWJdyqd1FV/hYjk0cyqHbu0WjgkM4JLac5bUardKkQwpV7+K2aHSyldamgoMjCvW//G/4Zm6ujxErCxNWrbQ6IUKJX/Grli/yxRHvIC1mMa/yqrWSlVYTTVYTTXYPPVYvvVYPPXaKlJUkaTs4lourgq7lxYgQUXXU2d10u110uQkSejWrx9b1PXLkE9BeHu0C6/IO5nlz/40HiwND9yCysZ9zcfcFujR6cs66V13cvcgjoAdbx2CpoebMDjquAmik8Wub2fzAcOpRqJVAo4W11MH5RJ4iIbJW94S4+QtjGcmTLAhCqTGsju/dc3HOnE9i4YFEWutIxFs3xFJr/vn/gBCoJvw5X4VQ4GjL/ocKh19W0bLFVjS2ySqv3OLGe+rc7s5Zbk/X6Wh3No7zmY7H77678dxLPxfduf+cr/jbC63OJ++9IyOQQ+EHQnWNN6tYeavT0vQJt7vrx6Anup1t1yw/ZMr6Wc9ueLLP9mVYPeXeHN9ogt66VtwDF5K8/qy+I/6zmNXzGq+1KVS1/5Fx7e3B61jGgGqgkqyFqsov17qtBKi/nx7/ZeYyB0VzcF6vRXa+L0oph6xoTm6LNht312Fa2JUfmXnQnXUb+9cu7o/McozYEXHiz+aWO4iDyl7n9aPTpD/n4u4H7Ir33XYAyy2sv01i0vz1rN80jHYTI3Z0gsTDZtnCutzBuTxf2fnMV9/n+wcnSBzl4n4K2APPktYLrLawni+nfH4nne/OYU5lE01VZts06Vgttc0a7dZQ092iWwp20hUqBtRMZ3o4StSppNI6iIN6ruf6Dob4nFjMYh7ncfuf/NM2wreLLjtJ0goKXwenUMqzYVNPvR0mrIxA7qDD3cQmL1hXfzfnfO8Huz5XsOcT8AN9pobwGi4m/degUUp50b8DkcCP5mjrMA6zz+Vcq5LKIQvkfdl3Nxd3jtcga3nuehv7fV8kN1zABVX5LMkALu5Ofh3vD7UNAO/xnuqm+0tmeTKT+7VlCJj4EIWeleZ3xHhqiEgWxixiSRYEYfzzEVytc5k3D3XviUQXHVR9vu7u/A22/b4qr3hYd3Z8HwpbkrteetKuPKjwvLH42wutld/87J9Ip44HsBsmzp313KZHc8stO7DuG25n27UAKhK9fo83ey8Krv/wlE/O7F30jxeAapT6YMfrn9i38qAjnd62JtrWvFMROuxzruXghByS9S3oL91HYt68/udkAQvUl/jSRI222mirwAvelWkuEBSjUbxOaTMj5GLti8mBXvk68rn/jWXDvIpdA2l8wYwXBGxEO3i+2/QEvHPVqbUevDuvyqR8GnTapyqq9umi6xUCA+L5RHIVVf/SRdfzeKK4GB1hwmclSd496HYDn+AT5a/x2rvADPNZMZGsUB8COw5QrWth/b6Rxt8qX08plE6QUFVUqSqqnN/z+02Hcqibm4rGv7Zq8FxpAZjGNH0Kp7RfyZVpyKTY8ub0khXBi1gUaqbZ7qTT7qHHTpCwEyRCIyl+FUqHCLk2tmth6TBh18LSESJuiJCOEXPDhPVEJuqd2dmqpNJpoSW9Ezu5q1iVvozL8ltGxxCBudPmu8h9WYF1VoHXR3IvP4ADopOZHJrDHOtyLl/HIO65X/LLsvu5f+oyln2xm+7vm4BZ9dSf0UzzncGyfmTrB6FwQK2gBbiW2vNaye8dlMtCFlqXcMmkd3l3ny1sudDB+QyAjf10mvRxg6kjlz3YY84ylr0EECb81yTJUwsULccPpIhmq3sTCcLWQizJgiAIQ2DePPQVv6yZoNOdlwDY02Z81+1oPWyg7YoJZICyfQ50w5N3uDq19sPjAdyujk8D/USy29Vxof+2pfGsi3+eu37nO19d8d7+lf+t492Xo/Uu63/0b8dNfWvzgy23zG901q0ps+65rWvahVdsqQ9NdC66iuTcAnLnUA6lgop4F11GIDt4vxmVwCT/s248wbzFX7aAiC8Ggx3VYpaioBv8SFiRBiIomsMUFtvaty55nb1swLIUg3XX7I9N1h28WikVw3NLH4wYHyh4Uh/mM1910XUd3vE2AQU9HRwc4xEA8KKN/UiY8OshQs0pUhNSpE50cb8NVKdI3RYj1tlL7+ODaDMAb/DG5XgCuWg7Aph0Nv+0sO4NEXopTHi9i1uWJHmog/M9oM7F/e4WtlgTmPCbBho6W2mtiBBRCRL6i3yx3XdH7zMo4kcPr6OvW37vOtZZd3Kn3UKL1UyzHSIU1uhIBx3WetbzUUWwEb5hwk6YsBsm7FZQ4ZRR5lZQ4U5lqjOVqe7RHO0MMrK2mU8ddCV20Oh5zPsoTR0VBO6nYXt3BAbaCgloC+88Bv9n7rMwYRUipBIkzMBUXuqp/1orrfMLrS+j7MqlLL0z9/N1rHu6nPIr4sR/HCd+UYTILrXU3llDzZpOOie30npskuTXASJE/vwYj/1pwGNGFRx4s7DeOoIjzhyojkKsYEXGI6WGmnuLFNWMwCCFIGxvRCQLgjBmUMUFlPb/5OvMjOiPdTzd8XugEmXdutdDHzy36MCKz2RW1taE42VYZfGhByyxyiqyHRyt+0Vx/vDk/XZFu3sAqEj03sazL847Sl/xiUNu63ru0csBnN7uE3rLeFy3NGu9ZlWviqfs9lNPCC9f8dJAI/z6cA6PP8iDJtdsGZ71rRqvQ1mLJ5I34OWjrchby+gj5b+6/eWgYM6Xair3M+PunA7U5SilCs53pO9cyF68c+X6dU9QSnVorbspzpCu4fM47wLgE8B7Ftb9Lu5PixR3FeruKqoub6c9X8C3J6NEH0+S/CtgJ0j87wIW7D6YOdGVVO7r4l4AJEKELk6Tvn4QzX81SvQXj/P433L3MZ/5L13ERY/10PMY0ODint1Dz3U11PS4uBZAFVXxQGTqzHlTSlWRnT9v433nGtgFKFvHOueP/HHpJCZZ1VRb4LkyN9KYcWXO11hf+DpRok455U4VVU4DDU499e4Qhe9AGGFnhL8ZXJEcyHnwhba59wZFYIDPPoqjKiYxKXoERwzr3FpY78xk5vnv8/4bhcr00HP5Duzw/EY2/jBF6vjNbD5+M5uDdbxdT/0Vw51DbHZTQ83Pfstv/5QvcvVgmMCE41OkTvTb9OZiFhdrj3HNF5EsjGlEJAuCMOoIiOHgiP9gt4W+EVBH1O8wROhk4BigZYJu+OHFv6T3K+l0phOmge4Koj3l6EiSdFkP6dAgu1jJNSsy6T1UJNpv3lhyzYpPmfdWeeUL+epI21B72yMtXTuH/onj7EoycUA0QSL6L4ek2p59rs5d+WEqmaLiEA6JP8uzRefZ3cIt6QlMSEWIRJIkd8Wbb5zGE8xJPIFYDuSdSzdIhhPZNviV5ktpM5T/RjCbZZMX1Yjn3EBgKrAueAz9hHORY7bwBhlsv1y9UqoHaAls6wBOjoV6UNMFJjBhR+PKHCN2bpLkocXK99DzMvBysTIJEg9aWPdq9JeBXY7hmI930fVmsW0u5VKrm+75gG1j/yJE6IP0IKYoavRn8n1+KZdaN3FTQxVVG3rpvdrF/QUQ6qHni+203wFe3uQf8sN2f5PM+VJK7YwnkM1cyRDeuc7MUTdsYpPbTrs7kYl2Cy1OBRVuI416F3ZxyylPaXSqgor0ruzqjKAALkauODZu4Bnr8dZuQKngR8d2gTRePm1jFS3Il/jSwwtZ+EmABIlYK60zO+j4UorUcR/wwR8nM/nHG9mY1/PiKI6a3ETT1x2cA/Ktd3H3bqPt63OYs+wd3nlvoPbPZvYnARwcq4OOia20HhInfkY77b/6Lt/drZHGi0/kxCFNI9mHfXbfwpbr/MX43uz97YnFHUKy89cVSq5PYawiIlkQhFGByrq85Y5ABzuI5FkPBXJw+ttx4MuoaAK9+zKcz/0dXcjFeCCmMa3GwbkawMb+aRNNzdwNXyGVEcmqrT0VTdCbtgklooQTUcJ2Gqe8h1Q02b+zsPaiuQ29i17bJd207ls6lfyG//GW6qNO7ueep5O9e5j3dt2EZcF1iQiqp5ywE/JFnW0vx3F2xXWn9V76k+iJB/6m7an3f+i2eJZgFrGobh7zNs9jXtEOTB11PR10hPAEYAxPUGq8eur8z1y8+cjBwDfGglrwNRbmTeZEzzZ5mkPkd900eY2NmAkK5zRZy18K73yZnNLgie5qvAGHTKoZpZRbTrkzmcn6k3wycQd3DDjHr5nma4BKhbo1Tvw5G/vQYZ+AADb2gjTpLwMkSe4CFBXJ/8l/fg/4OLD8aI6+4ime+lSx8sW4gAvs+7ivIU3aBogQeaHXP00u7q6m3DSmdZ7FWUFLlp6ipkTJDkqUk71mXbzvK4F37TbhnX+nl15nNavTd3Knnsvc4PMnGBRqa1+/wX2ZwFJmv66k19mKqD6/N0W/5xu5sR0vRZ7hDeCeeuq/2krr9ZvYdFc99ee00PLn4Hb7sM/u7/LuQxo9FWiupvqn+7P/o+dzftPN3Fz/Ai8c0Ubbf6RJf+Fd3v30dKbPXc3qvIOjhkUsWpLz0dOHcdj1z/LsE730nj+XuXs9z/MnDJTj2XAUR01+l3fvxXtW6QYaznmbt5cNsFlwYOEjxwERhO1FyYtklX8+XJC+nTq52QVhxFB954XldkKD92PQehiM2BqoKvM/dy6U3jwB3bgF/c4c1Dtz4KbTcQ98BSdfwKpibGDDb4DJwIu3c/v/5S3U0pKato50RzW6o5oUYKfChDuriXVpdCiNs36n8EOk0wcX2M2W8NQZX51y+Y3tuSu040wz7yN777uhqwLbCWGlQ9haoZRGR5IkAUeh1vgHp3pu/n3j9Tf/pgU+6J7IxFiKVMTFta/n+pp5zGvL3U+Qf+Pf4r/hN1XA+2SjHRtBWOMXq8QTgE1AfERzlW5ncqNnQ8YlMxx45bM4586BNOWCAwhxPMFcSXZOZA3euTURlq0IEbubbvU6r5fPZ378LM4q2N4IkZM0+higZUd2/FHBgsNAk50CoFBF/SMaaZzh4MwDiBE772EeTpb1NdgOmpM4KfwSL9Ubd+ow4bRC9QSKJCcysTNK1P0H/zCfZ6xZs5jFRjam8YSySzZNmZlvH8bzkmgGuvIM3riozPdovj/zrDH9qEKeDoMl35z8oNWYzL7FMretGdb5bqHljgiRo1OkvtxK61Xf4BuP/ok/tZr1i1h0gy+Qe+Yw5/NB8XkiJzYBd3yBLzz9BE+8rNET17L25hu4YfZQXaaf4Zl1U5jy/Y1svC9N+vCjOfrUNtpuHmi7b/CNur/z9wc1egZANdU/2MKWewaxS7k+hXHBiKciGM0oUApsBWEFUeWNIAdThYTxfvCCL9OxiQIxBWX+tmG/LplzIQhDxL8XTQAlMz8wuAxehzBF1q3XWOJyrZXGwuKQtdol/Ve6YTOuY2N1VhJeN5XI5gnYH+yC9fhRhA9ZQPjM+YN7DkaJHqzR3wbSZZSdM5e5+Y8tmXQXforkvHnE915Eqr6FdEMzvdEECcvBSdtYKCvvPlVZ+XUVXz51/2kvrHwlXoZlXl0V2J1VhFCZdExYp/xbureMSNrGshycaIJEQzO99S2k915EimQyI7IdnEzU4hM4oVWhXIA48bK92KuocpnHPB0m3IvX8ekEWvECdbXS13pSixdwaZJSqk4p1W9O9XhBa+1qrRNa6y6tdavWehOwEU9kdeCJ3yTe9ZjEswzH8cRZL32v6V48N2uTf1rj3Qf1eL/RGTFaTnnSt5LmZXd2r0mRuhogROinq1jVPHJHDS7uZ837GLF8c5cztNDyB6BcoW6PE39muPv8HJ+LvsiLDUYgR4ikLubiLUmSmUEmG3vpO7zTFRDIAJzDOZGd2bn+Hd5pxPtulgNr/PdJYDPZaObgDVZMVkrVK6XK/cEQD42LzjyDsoGyss8kI8rNs8w818wrOGBi55QzZVWBej33Xy2u1WONKqoe8d9WPMqjR5rP92TPvf3cx0SJ3lnIOvsYj20qp/xaAI2ecjEXH5mv3EDcx31P4T2D6Kb7xIHKX8RFlbdz+/1+iioqqLi8nfbBxBPIRfrIwphl3FuSVXakN9dd08r5X+xGDrpyBjvmprLMj5pYmgWhMIH70dxvwYiiRhSP5D3kVnbD5I24lZ2oVTOwUhGsZBh70yTccAonEUUd+DLsuAbn7rn555EewiHhJMn5gFKo/+mhZ/FAO557N8y92+tUn3wX9ge7EOqNec+Nzr32+0462V1BLBbS8Z5ap2njvrqt9TQd7zmz++E7Z7oNdd+r/MX/bA7Wp7zOccwsl+04q6N+S/Y5FOvF3eUD0uYYrKzoQqMzQvh6rncXsrB9DWvqADayseZkTk7ezd0FLYN7sVf8FV4xdUS11u1AQinVDjTgRbsO44kMIxbKlFIJrfWICrXRim89NzmXgbwWZzMQm4uLZ8k0uaeNmGoEVrXSumU+89VZnFW0w/k+72c8HZ7kyZs+8kEFqKJqjkb/q7/4bjvtBedHRoh8RaOPBtqmMe0Hw93nQRxUtoIVtWa5jLLEzdzc8u/8e5mDY6K8JxpoeDB32znMqeyltyZO3I0ShWygK3Oe28l6Q8Txznca79qN+S9HKbWlT/5snfm9d3zrciEvtHzTRrK1eLg5y8H12t/buPHKKEVixLaY9wkSmbRmm9m8R6DMW8XqqKb6zW4/zmAPPbOAR4qVz8eBHOgqVJtGlzk4RdOrXcEVsd/xu7v9fOmUUXZ1F11XDHWfPtInFsYs41Ykq+worRkJDs4hMwSjjg4UEMa8TL3QVzQrIKSyYll+2AQhgOprLTHiGLJW4K1KLAENLd6+uipQPeXY8RjhDZPRkZS3/0MWYB22gHSuG/bzPP/vwB7A6l3ZNW9u12L4wtUBL8/ywv966Z9ttVg95VjpEAp4ruW231276Yof3Eai9wvxG/73b86idw6fcOdT6wGqO7x6mlw3Mx819Mc/WdPnXp4o4jYedI3tM4/1Hd7pnca0nh56yjVaPcuztXdxV3Mh6/hCFiYVKoln4cwE+/KF4WY/6FQDnneOiXLdA0SVUtZ4cr8eCgWEc661MYR33irx5svmCqtKoKOYizVAOeUHa/QZQLqKqnMHE3l6sBzDMZEuuq73202EyCWFyu7CLnUpUlcBhAj9+xrWbC5UthhzmFPZRFOVWa6iKn4DN7QdyqG8wiv/BUwHsLD+30Y2bsjdvpPOSJgwUaLKxU2RtfBXkb03jHXfxru2W/G+C/NsMhbf/M+nXAHbNx/7YKL79o+lIJbi0UY2CNUwiBOfYt5bWJkI9gqVCZ6l0UX74i5uOLA4rN/K27gtrNEN/r4LRtK/j/tCP+fnt5u8ylGiN/bQc/EQdyfWY2FcMK5Esu/6HOyIB92ajKA1OS4H80NUrEzuXLMw2VFoW2VHrR2xLgulTI71OHg/GrfFbU5lN7qym3QiAl2V2L0xQhsmo6NJ0o8fRXjhAbin30R67t1QQcXuGv1TgBCh7y5nec9A9RfDF7SZDtJdJ8OS2aj1O303cdcON53evurtD9B6h+TCZ3+x9yK+CVDVia5rRS91nIx7c/Lm6yKP33x5sajSmZRMNna/3Jn/w/+0n8u5EQcnlCIV+Qk/qZzL3II5NvFcVFU+wau17vbFnwk8ZSzebaUqkAvhz3dN+1ZmExRM4QVE66Hv9IMEsPFSLrWO5Vi9P/vn/S05iZPCceLXAcrCurqDjgE9HYbCozx6DbA/gELdmiDxcKGyH/Lhb/FyIb/ye35/w3D2tyd7VrfSmrl+66jrXsrSDoAIka+6uOf5q5YezMF5BfsxHNP+Kq+mJzIx9RAPxdE4SikzGGFoxXNrB+jxPSTa/VzKxqI/+EjAush8ZBUQDiKEtynKm6Zi7qfePp4BhdBo/xsbMLp1MTrp/JJ5X0tt5r6so27lFjwjc5z4QUDBPMvttGemFpRRtnI47fg+3z8GPyJ/iFDe58NCFlqncMrNadKfB4gQuWM1q783jN0Fg3XJtS6MWcaFSPbFcZhs4BTTwTAunElGvjPex+Wavh0bb/6Q3y4FKT2UH1pBGAcEBq2MS6K5J7ebOM4lmoRoC04igtNeQygeI7x5Ak5zA/zhPMJLZpOOz4t/D69zsUKjy0OETsmtR6MzOWDSpA8LEZoMMJOZD+UT1Sdzsv0Mz9RaWLrp7qYW7vY619fzVpNCvQgciescyxeO5nEezzw7bgQTjItOOnfAE6550WjjUqenMW1t7vq5zOUP/KHNn69JG21Vh3BIolBaqEDO0fz707rLF8pVBKIzjwf84zIDr7mB5QpZD/N9HiabciiUUx6882vmMJsBiwnzmW/dyq18mk+33MZtCXK4j/t+hu/psC/7DtnToRghQj/xLdQA/9iP/c4vVLaMskM0+luAU0nlucXmT+djAQv4Dt+p7aQzMz1gKlM73uCNblN/itSN/qqWaqpPfpZn815r13CNQyA1mVIqjDdv3tBO1gsMIKWUCuFZ88vJCqMaPDH90RBhvF3wv3czMBIDapRSKTwvgl6tdbG+mXnm9bOM1lP/tXnMu+e7fLff/Wiopvr8NOmjABRq5V3c9aJZ9yAPvr0Xe63X6KkpUifswA6HrmXtgtw6dmf3fXrp/ba/2HMcxz0bXL8DOxw2lamrXuXVFYXaMYc5ezTT/N9meSITb88t00QTh3DIH0wu5DDh+5/l2bMGSPVUCNP3luteGNOMeZGsssG1oK9QNoEvttUNagJ6GKtZhKy1zLh/p8QNq/a/8gAAIABJREFUWygFAgNXQaFsPDlGHdEkTNxMuq0Gq7uCkOVibZjiWZX1ZSrmZ1qe6eD061zkotGXOL5H3EY2zgRWAZzJmdZTPFXWQUdZN92NLm4MYEd2TK5hTcaCq1Cb/X5F+au82ogXEAoAC2upqTtFag/g7SJNMXPe1hSyfj/Ls6md2bmzjbYqGHxaqILHrnWnpycxbrK1Sim01h/J+j5S+Nbb3LRNg1keCffBCvpaMQ1BYVxwcMHFVStYESHgug1QS+3uLu5PASJELswNXvVRCBP+joPzn/7ie9OZfkyh+o/hmEgvvdcCWFjXdNJZ7Nrsx3zmq//iv+rixDPTBGYys+0lXooDVFK5Xy+99+NZ3rvKKT+m2Lzo3LrxLMbme+zxvR+Me3sM7zc7XxA7GeAe26Tx7plgIEHj/VetlDLB8+Ja65Sf8i0MhE/ghKoqqmIHcqA+l3P7TFlpo+3nF3Lhr3/Mjx8op/ylaqo/LKOsK068qpXW2d10n+LgmJRnyalMvSCYdmkP9tC11F7aSusNgL2OdffFiP1fAw2PVlO9uYuu+maaj4gTPxs/TVwFFf/tp5vK0Errp9ax7v4w4QUxYn+voWZRJZXNDk6ojbbpnXQekSDxVXzvngiRW9ewpo/QBpjBjF8l8VIQWliLd2bn336bb++RWy5InnRTBiOSRSALY5oxK5L9TniErEu1OZYU22B+YxGM5dq4lhrhngIs5c1XHpVCQRBGApWdgkDg/0gH5Noq1LbjlsVJBq3KyrIs7QxvbCtN2tqFXSo66YylSEWSJNHoWhc302Ero6xPJ1yjM2meaqjp4/4cJfpCj5+JyI803C+XMkA99ZOAWQC+ZbogH/Jh10QmRk1aqGu5tm4e81qGeKjZ9ntC2cylBU8oa631gPl9h0vAdTk4xSbfZ9uTCNmcyAk8S3HcfwUvsOB9oiuppIIKq5FG53t8r99cwg46gp4OZREi/SaWBz0dkiQPixCZBLAP+zxcSPRGiJySJv0Hf3HVRCYeVSxa9t/424l411zKwlqSrx0Ozl7BNpkyZZS9VkNNR5JkGECh9H7s1/IwDycBqqneq5vuR/EGXxIxYl/qpvvVQm0J8hqv8St+VR8jZvt5lVN4LtVRYAJerm9FX2uxxvuOerTW48orotTwPWCafYuyCchmfpdsf7kWCPvPrRR+xPNVrIpMZ7q9hCXRLWxRjTTm/obVJ0icliBxWmsBZwOFWjeFKeesZW2/CO8ttNxRRdXELrrmAeEEibPXs/7s9azvdxgxYr9fwYpCwbPsNOkjuug6oouCM2acMsqueZqn/yPfygSJE8x7F3f2cpYX/d3wyTfoB1l361H/my8IxVD90wGOfnKsx0YoO4xO8WksamZuk7FuJ8WqLIw3VN+pDmG8a3273pczVsLkjajGLagtjYP/0TZW5ZCDO2kT6WgCfd4fSM29u39ZC+tSjf4PgBChI3Zm51fbaCtLkYqYMrkCWaF0iFBrJ52rTZlaaqe10/5PvOfaKo2embsvhVoE7Am07Mme05ewpJ/4tLF/4uL+yn9/Spp00dyWZ3KmdQ/3TNBoy29H54d82EWwszNEtzmlVA2BedFAy1AFRyDIVa7wzRXBWyNQTDCoYzCrQXDZlBvMqwIvRZaxbKXw5iEPnFda9ckj3ud7sLBu0uhvDucAG2jYZQtbVuV+HiV6bJLk3Xj38oY66g5poaWgOydAmPA306SHFVHbxv5eI41/BbCw3IM4qOUe7kkB1FM/s5XWZ4EpQDpCZG6CRL9o1gVQc5hT20RTbBObjGt1D9m81nX+e/ByfCf99eMq17eQcbs2ryjegEs5nvdA8BljK1RIoeK7suua2cwOHcdx7rf4VgsBA8wn+MSuy1l+VJz4gQ7OLho9UaPrgf/P3nvHy1GW/f/ve7afXnLSE5JQAqEqBELoGgFFIyjEn48FQYoCIogFESHkER58RMCISlfksRAUkC9BelMiGAEJhpAEkpMQTtrpZcvs7ty/P+65d2Zny+k55yT7yWuze3ZmZ2dmp1yf+/pcnysmEDv9+FdVUPHXb/Gth67m6qIDhB/mw/uuYc05JuZxFtYsFPmMGhibAwT+MZ3pv1nHurwO2F/n61UP8uDJ3XQflyJ1sIU1USIbAEMg2g2MtSFCLx/EQb9/lVc3FloHA+NtiZzej12KROYjyQZq4EG1wZP0q6dzCSWMJoy5TLJwbm46S6tHfEcr29dSOndW2UT1WjblyGa9SyhhyOBxlHfX5o8oNs2Aidt6mysXNR1Y/hTJjmoCWycSCCZJ/uJiApCfKGtIZN1Odla73+ume5aFtXeY8Ms+fKaFVeHD115FVUY6N41pVR10/A47aBeI3+Zbvg/fT9Ok7wbq3uGdHwOXuqdXUDFLy2+Bd8/gjId729Y7udNaxaq2taytB1Wf/GE+nHyd183FLBYDkV9LKTts6bUmyrVCiDYvUbbljfrY8T4P2DDHA91L29tf20uAM+/JIR5BFkLEUQ7L7o4L1SjJZxyVtSxY37irECHyERPzj6j1a6mk8pTeCPIQwADw40+fwRktdj0xE5gwpY22p1AE2QoQ+Eo/CDJHcVRlBx0RnEGKGpyB6jRKgp1G/S5dqFhC9yYuYYzCVpYEUWQ4TDYRdt+jBJAKEPAbGKEAAb8PX9qP3zQwOJIju+/n/rS9jBBOP21WsrIRZbalDbe83VL6jNd5fT1w1UC29Vf8qvNX/OpPQNGB0N6g+yEPAQycgcHSQFMJYxpjJpPskVdrsqkzs2MJehu0LLwkvy5hzCMPQd4lbZ36iqNeUVm4/maTARJBaKsjIIFgkuTkptyMsjuT7MN3ViWV/7Bfp3z4zBZaPpom/SDwtkA8LxD/NjCaDIwWC6s+TXq+bY400V7kfw7ggHn5ssQXcIFxF3e9ABxjv/XnAIG7DYy2JMkjLayrUe7Clh//p5Ikn+jrtu7N3uWttFYBpEmLCBFMTBknbsWJ698076MQqRRC1KCyNjoo7bI/4+5EMFC4yW/a8zrzPNSEd6CwM+MRVAYrmGeWNCqTGc1y4C2SSe4LfPiusbCuAQgT/miMWE5NIkAZZUfHiD2BIpQd5ZR/rJvu1/v7fYUQIXJCnPizAAbG9eMZ/yuJFABBgslzOKf1Oq6zAKYxrcE2MpoN4Md/YZLkPX39rrnMLdvBjhqABAm5ne0Gqk2ZG0EU8emBHJ2qHuTTx1UKda9OjZbjaU+Hq8xCy6jLcOTU7jaDWfDhI0JEVlFlhQmn06SJEy8LEjRChESQYHoKUzqe4qkm1Lmg4zavEsatFPGSY/3eqLkP7iLoUqIEEC0Zd5UwljEmMsk2QdZtMvTFajgcq3cFTBy5uED9JyQlSUoJYxOuFk/6edS4Vw8FQibUtpJsqyNgBgg0TSZ577n4Fz2Yf4BOINI11HTNZna8nXZjHetqXZPnSOQcicQqvIuWj2PcufkIMqis7yM8csZOdi4H5gKfTZL8rGe2hA/fN/pDkAHe472eiUwMJkiELaxglGiFD18LjgFbwXuGnTV295N3uzpX4pgZarfg3q55hQj5qCO/fYW9vlEgWsBJ2YfaV1XagVdK6W7z5W6tMqSopPLQGLH/hyIFPREinxpKgpwHZZoghwiZV3FVq3bDns3s6i1s+Ss2Qfbh+1Z/CPICFoTe5/3qMOFAN93hAIF2oB0VR2izLl1/apJLkEH9JvkGMhBC6PIuPVBfIs9DCHswyesp4G65GcExW8vEUkWQBpJllKXqqU9XUimrqU5OYILVRls4QaI8TDgaJJgKEUody7Ht3+W7MRwloIU6dnRCw+tgr9cRskmzvhbqa9aecHzoJFCp53cJYx6jniR7CLJ7hGosn3xa7uUmysESUS5hrCGPi7UmMaMK2yYiJ24beMbSS5Tba0ietQzfg4tyswQC0b6Rjd1zmBPZytYagDLKVkaJLrKw5kvkXFRtaj0qYO8ENgrEKwECf0yQWNHb+uxgR8tZnHXMQzx0voX1eVSNcjnQJBDPhgkvjRIt5DxaFF/ja+23cds4gRAJEnGJDMWJd5NNfHWmRj/3RRpdhnMNH4ciyqpuTQVV+qH/9sqgxwQpdrWLKvZwB/0mKugvt58Nz/JaJXILBVrRDAXqqJvVTfdfsVsk+fD90I+/o4qqAwt9pprqHe/z/s7Bfnc55fF7uKftRE4ElEv2Otb9P+AwAIH4fRllzxZblwCBnhZaGgHO5mz/albXAvTQU50kGfPjN1B9j3tQ999KnH7tIZTsupvsllC61t17HEIBI7g85DkFJMfCcTvccPkL6OM+3+t8HgO6jjiIoz4pBu2DEcdu83QwB6cP4zDmMCc9hznphSwUb/BG4Gf8rMbENAyMnihRaWElLubitoUsdN/DdDtPff4Vk1Nrwqzvh+AQZC1D3p2zy/r65m2RWkIJYxKjWm5dhCDvLtAj1frGmi4R5RLGCjwEWR/Ho/LmP1DzLi8SQWgeR1CbeR2yitSdF+YGAzOZWaHbKgGECMWXsrTtci6vjhIts+dpfZ3XR+X17CzO8r3ESxOiRAMS6euhpxsVLOqAtZCJljeA1ZJV/azJiQ4U2+hfuYnXDItheNboC9nN9xgM/CgzKTdR7pLIDTgBeL+Dz97k1gMx3TIwlqRJ96snc4jQySbm4/bnb9mP/f57DWs63fOMY9xeLbS815/lAi9K5Eev5VrjLu5qsLAM+/uCCRJmgoRsp939+2r39TLPcvLJrt21rH7X3/mM3byyW32c6myze0DIHAvk2dMj3P2c771iz32BjoncJlv5oGvKLVRMqKS9ihQnMqUKIqvzSYak38qtocd4rKqV1sy5tC/7dj3AA/kUBT6c2mbdvaSv0NdFTbLdg8ij9n45CARQ+1ubdpVKCUsY0xjtmeQgDkHWspfdCfoCn2kHIyBQqlEuYYzA62I9am/4m2YMzLzLi5AJ1R3KzKulHmPVIfiXnYWp65OXsYzLuKwmRizTb7WCip73eb9zGcuIEQuDcra+kitHDUE+i7N8a1kbaKMtmCARSJHyA6EkyeoUKYkiFK1kZ8jccNdsasKQxgmQ9WMnKoMetv+uAjryLK8QhoKIjlZoKbBWGlmoYHPrSK7UUGEuc8s8brimlyAPBndwh7iXe+tdBNl8nMe3387tYiUrjVd51Z3J9KEyjbr9j5ZVl6N+hy6ceEOTGW/8octL9EOTuj4fn3bmOWUv202kCw3c5Huvt3nc54xXJtyX6cMJd5ZYE2L39SPpeq0HG3Q/cT3QkDtoJLIGcDNE9R3ekT/khxXv8V7IXi5BgunTOb3tSq4sFHe5v1vXsPcVelv0sadjbn2v1F1PRv1gSR+hy61g7PkFlVBCDkZtJtnlYr07ZpC90KOnOvgsuV6XMKohnNowTZRH/cDOYMy7vGipwxcP4wsnMCc3IV88keRZnOV7gRdqU6Qy2Y8GGjrWsS4KMI95Qe0eHSESa6KpfTDrMFBoQtxBRyBGLJgiFdC1oW6ECIlOOitMzEhaXY7SqDY5OhM2IDmpnZmqw7m2W0Cz/drI8/ASbbcc0/u8K1Gs3VOx6V75rq7ZDrmWbQFdUkrVF1lk7QP3d4wJzGd+ZAMbavTf9dR3r2Z1V7HP9Acv8AJnc3Z9gkQQIEAg9VN+2rKIRaD3c4H6SFdPb61y0Ps5jiLL+Y4/73Hohpc867KE/hyj3vKDsShd9RpaWWQbr7oHVwvJc/UAgom6zvR+nxFZkmy939OP8qi8gRvGmZgZtUsDDbE7uKN9BjN6W6om8xGcwYyBQh8fmnjrfTPWSaWO16NACrlbx+wl7CEYlZlkkX0Rhd2bIIO6QCZxbhpBAQk5Nm+MJezmEE69lQ4eRz1BhsHXJbtR30p620QMM0AgESI580NnRjreeK5K9xkWCDmDGW1uOfX7vJ/JLk9kYgxgMYvFPdxTaWGJW7ilww7qhwxuQhwnHkiSDOYjxF6UU24lSSYjRLpjxCpxMh5JKWXLYNZJSimFEK2ojLI2YqwDmqWUgwoUbcIDhUl0X5+LEWA5UJmsbdZVZ/+ZRAWVIbKzSTGgM8vdWiLtNRtT5BiGnyADfJWv1mqCbGBY53JuyyIWOfuqiIGQ/Vt2CSFiZGeVBSqRUHBdPVJkN3EuVIfurq3Vr/N9xis11llVLdceKkLlHdDJ9xpypeTe55z37PPcj3OM623V2+NNBOg4yE2K+x4DZWeP3ZJ4E2AZy8o1Qfbjt+Yxr2MpS/vat13HZynUbzeYe56WbOtjQBNknSgZq3FfAOc3HRMxQQkl9IZRR5JF9iis7im8J0BLE/VFM0huu4ESShgN0ARZ90Iec4H7UKC2lWTzOIJr7/1eRdLcUikD0gwmVdunkzip9UEezAoCvVLrC7jAeIiH6tOk/QA3cmN8EYsGPCB4ARcYr/BK0EWIA5q0F4OBkQ4QSJZTbjbQkDyVU5OLWQz27yoQXUAD6tocEkJUFiMOfYGLKI/Dud7XCiFaB1On6frsaD0mIzjB8QSy78Em0IIKMP1CCJmHJEicbPKox64gyAdwQFUPPZlz62N8rMVuI9Wv+m17gKZZCFGOKgMQ9KLoso83TQwHBLtPuFuyrUl0zqyevzVh1s/FjN2yiO9w1ULb2xJGXSe0GrAQ3PXE5qAGyEQmQ+0ewM0inCdzcryRxkiYcPpSLu3wmHP1BdrASydxBqv208vz4xDkUdc+sY9wqy8s5Jgl+iWUkIVRR5Jx6pD1aN2edLKlcKTXiVJ9cgmjDSLbjXRMyKw1Ns1QdcnN45BDIbkOmeD/YEc60bSx1vKTCkye4g9tau5eytI2b0b4Ai4wNGENE47fy73+layss7B8oIjqQhb2a0DwVE71b2BDsJvuYJx4qD+EOEIkOYEJpk2I8+2HTEZVSmkJIdpwesxWCiFMKeWgFD72cltwEXBUJq9tMMsd5Yii9mMN2YRGG0bpOm0gKzPeI5GdFCZBow5eglxLbc9QE+S5zC1ro61c/304h7fex31estWv81xK2SOEiAK+wSob+vh9mhRlzie7/68mzPrhhX5fb3/KXoau1R32dbdJcRAnW9wbKTbtdUwM2fo58mqdYNEZ6Sx8mS+nv8yXm73v9wNuEqufBwvtxK0HSvQyNckfK9D7Pe++L6GEsYpRRZJFtlPu7myTXwwmaiTWDyCU4/WeNFBQwuiGHqX3MbZu4sDQSq4BJojx6eaq2gTjTX9k+rjur51zd/uixbnzLWCB9Rf+kkiT9pVTnvgn/xynZc8+fKnP8JmWAmQVUIZgv+AXgc1sDkWJBvsimxYIK0jQjBBJ1lKbXMhCs9h3ZH1UEwtbpiqlTAghOnEIXK0QYmeWJHgAkFKmXdJrAUSEEKnBZqpHMQKoa/wOnLrEKE6GSmeV9CMz8FFH3bpWWrW6yPmNRiFO4ISwlyAPpUkXOL2Q9d+zmNX+GI/pgSb3udHv/WRnWkfs+mYrCHSWVQ+WeI8NLyHN6mMuhNCk1C1fHtQxY5N3NykuFkNqqbMmxUNPngQBsp31hzMLq0lgCrXtA3KaLwBtDubOggcYG4RTH5vKcE6OvbighBIKYdQYdwknk6Av9GO9F/JgoGuXEiiSvLvXZJcwBuAx64IxSJJhaA28ALrLER3VBCJxkrM2kH7i44X3yyEcEt7ClhpNcAMEzIu4qNVLXhezWDzKo8EWWoLFzLU0BEIGCJhllJm11CaP4Ijkndw50ABOEzDpreUUQtShBvFABXDNQyHdFEKEcWp1AdqllNHBLne0wc68jUPt4y5U/XHI89B1nGHXR9PAOxLpdsUdlYOnJ3BCeC1ra/Xfw0GQz+TMwMu8XK/PifGM71rFqkz7niu4IvQmb3I1VydOlCfuloPtriyufhRql6Shs5YZ4txbza9NznU9caiX79CkWBPj4e0P7RBk3aO9T/W8jTTyPb5X0U67HyBNOuu66v07Rkx00FEukeIyLtvxNb4mcM7NoS6J04QTHAn9aCfKesAgBiSRe0yJZAl7AEYTSdZSHW1iMiYD8CGEllepEeDS/ihhhGErPXQmQd/AxxyGqmeyG9smEhASOWE7qW/d7LSEcmM/9ivbyc5M5kv3Tl7Eokw9cRttwTjxoNshOx8EwgoTTlRQYc5ilvkETwzV9cGdRc4JOO1Mkq4jBohKKYfEpVsIUYFLagy0DFbSPdpgGxm5iU2+TJyB0ys5iQrEt0opY3btpTaKGnUkeVcQ5G/wDd+f+fM43eqpmuroWtZ26OlncmZgFavGd9JpmZhWG21xVAAfHwt9iQcKm9B6SXNvJRhJFKGNSylNezkB7Lpi8su83dCEWJPuXbN/cwlyn+9HF3JhZCUra3qbL0FCxIiVJUiU6cGYOuqa/8N/WlCxagTHgXyooa//o50o65g9jhrIixUzySuhhLGGUSG3Fk49iXZ3LhFCx/nUBxnZdeniU8KIQGT3mxxzLWgKoWJdk+jeb/KgtyUcI91Tjr+lHh48C9+iB7Mlf3uxV2UnnZkesQZGbDzj45dzefXX+XpI1yYXgg9fKkTIrKbaPJADTa8p2DAg7z5x1SfrbGiZXZ886KyvlLLbzo7pGstaIcSgHa9HEjbhKCaRdUO3wynH6R1toQYLkvYcFiJzDo4qouwlyNVUR4eaIN/BHeJhHs70Qo4QSdzBHR3ueQ7kQPEar1kAbaq8PWw/pBBCE+bE7kaY7e3JSLQhMyijya5bBaShXbTr7Xm11LeQkk+TapOR2ociQ4z7TZABDubg5Gu8Ji2svMqcfORYfa2Q05jWhdp+TZC14/VQ7we9bC25dvcfHk1wO3InSgS5hN0NoyKT7Mkij9WegMMBbUihpEuj8yJZwh4A4RyLQUa7++aCBbW0t4c46aQ2fvKTvJnIvS7/WbD1xYdrAqb0V37sM80TP/fNQY/UfzCZYDhBqr4F65WjM21HuIzLajroiAhEUCKDBobpx19UkubHnwwTNmupNecxzxyEdLo/yGSR5zBHrGFNBOd6bLmlmUKIMpT5FPZnmoeq5tAj6U4DO/vVCmaEYGfyNCnW0tRimTy3/FWTkjrXZ1JAa84gwSjMJi9gQeg//Ccjl/dmd4cCL/ACX+bL40zMAECQYPK3/Lb5RE70zmqczdnGczwX2cKWMPl/A4nKfu2WhLkQXDXFYaAaNSCjzVK9MFH18p0oY7le5dnDDpExuNI1yANSNDXSyCpWZR0XzTTzJ/5U0URTuSbHrbTWWli+IMHYZCa3vMzLrfbsmsAOl+xaw51RHm33XT3oF6PUF7mE3RQjnkl2Zai0icmouOmPEmgXRb1/SiS5hJGCdrWG0XWjzsaNNwZobVWBy9q1IfLV8194YWTriteqA9JvJIDKdetCDIGcLRwnbQbxAdYFd2AsuHCZdR7nTUuSrAQCEin8+Du9BFkgpB9/MkLEnMSkRBHH6V0FuYY1s1EBYBJVO5sUQujrszZV9NvzWEBQCLGdoSEcOlOtW63U2xnlUUVkXA7E7kxdMTO1gjWbrpps/fkkKoOc736oW/24n0cMu4Igg+qFrAmyH3/6HM5pzUOQBSBth+sOJO1CiBAq8+cmzMJ+L8JunmHWsFsy6Vp3naHsILseHhyJfwJ1bus6+YS9n0Yqg+zOHmvjyAGtxwz1zwJYwQpxEzdVbGZzuYUlDHWIyA46yv34zQiRaA015u/4XatrEdqRWhutDpfJVpLssozREiN7vYNKdcgl7JYY8UyycCRAOiAbvQH4yMBdm5woOV2XsKvhMuzKLYdQQVPvMIyXSKdPznn/wgsj/OEPJxOLfZR0+nCk3BuoADoRYj2BwNMceuhd/POf24su/4tfLOfJJz9EZ+expFJzsaxDgan21E1IOZvGRrj44mq2bi0DCJoQLqtPzr3kvlav5Prfn501x9yx5SKZSn0E5CSgG2GsNUKRP876wb2/rl+wKOc6lQhC8ziCkTjJSVux3jqxrjZKdLJ7HoFICkTKjz8aIdI9mck93+f7prdl1AggqxZZCHEQ2SY9URRZ9qLONZ8J7JBS7hz0yjgGV1qeHJdSthb5yLDClSXWj0L1xG5oh2Jdr5k3iLb78la73kqgMsiFb84is19GNJu8gAWh1ayu1Zm3Sipj61k/JDXqbhzAAVW61ZNAyJM5uTlPqydw7w+ZHUu4ana9hNkN/ZtpMjhm77f2II4mv4W2F5z2U6rHrSNPL3Z8a1l3fJeVQ4iM23uAIciqesmxft/AkEGCqXbaQ2HCloEhv8JXmi/hEu92Gjj7KYhttDqYdSoAfe3RsuaRJqR6u3U9dqLkaF3C7orRQJL1RSbA8ElWxjK0PCqOqkse6QtkCXsYhJPR06PlzkVjMCR52rSD2LLlBRQpLoZOKiouoqvrTwXn8PmexLJOKDB1E3/5ywH87//WEY06xG/q1J7DvvqLrtCEaVlO1ys/UnGOFeu5lUKmNcJYWXXER844YOnTLd5JOxrwSwMmbCf1zokTy+KJ9hkAApESCNPAMAEzQEDa70sfvlSQYLKc8uQsZpnncm5qF5NmdzZSIpFCiGpgGtkEWKJkl26yZ6DaN+kAvAdYP0SO135UD2WnV7CUQ56hzPO9XkKsH70hRbZzcK+BoxCiiuzjPwp09Lr/REaBleln3Yf1G1LsKoJ8CIdU7GBHJajz5XAOb3W1enLDvS+sYvWRfSTM4GT948PSwmiIYZ8z2nQrVGRWnS0uuF32QJV7WYVUEmm9LIbLvMvphTxo35pHedT4Db8pz0eOJzM5ehRHRf/CX+pTpAyAQzm049f8upDngtuIz49SIwzHuajl5fo6PJLHYgRnMKnkZl3Cbo0RJcnCIcchSk3IiyGEuhGlgHjJwKuEXQmXZ4A2SXFNtEmy338HkybdUXAhZWVR3nmnMeu9hob5NDc/B4BhrCAQeJyysteJRFqIxRro6vo0qdRX7e9NU1PzGdransy7fJ/vKSzrePuvdgzj31jWEShO7YBTAAAgAElEQVQCspmjjjoW0/TZ3yWZP7+dpUvj2ukaVEuoJ75Qf3K6s/Uh+zu3G+GyH/sqalZKM16b6u44Fyt9utpu4+XZtzx+cs1Rp2RlmtqrMXrK8U9pwjxkFam/Xzgn0EZbUCB8JmYgTbrXEhcfvtQlXNK8CyXXeR2thRANqAxnBYr89tiT4qg6RbW66vjQWV+dBc204xnUiimpbL3rrQ4pZU+h+QewfHf/2f4QYshtp9OvLJKnrhugW0rZd6OrEcwmf5JPBl/jtbrhJsgf5sPlTTRlHM9nM7vtRV4sNDBXMItcDK42RxGcdjb5YOHIkEdFltlF9nW2uND1RZt6aWLcr3V3fY/OMhcyoHObh8UH20ddfTn6u91Esd/4Lb/1PcADFdvZHslHjs/jvO6FLLRO4qS6DjpCAHXUxZ/hmbZeFq0Jchh1LY0zPDGauz65T+2uhgHuGuw0spTYKmH3xkjXJOvAWzsq5seRR07lrbe+gmmeimVNByoRohkhNhEMvsjUqX9m/fq3sz7zve9FuOuuk+np+Qip1IexLEfGaRjvEgw+zbx5d/P888VlnOPGnUpPz+Ekk4djWTORchwqcOzGMDYSCPyNWbPu4e231/e6tbffHuC73/0C0ehnSKcPQkkVkwjRhN//CuPH38uWLa/m+aSu/0vh1OKUUMKwQzjZg+K1j4axk82b3y44Pe/ChYXP9yemTv0RjY3v5JnjGaqrn6Sz80HAR0fHzTQ2HsiMGblzhsMPAL+jvHwtU6duYu7cdu6889+oc97IEORgMM0Xv9jKJUo6t0ktSk7chtjy/P3+dGfbLahrUmdkxpyTDvnD6o2ub3n6n8cFb5Wp5IVI65j13z/zC3Of67rfvRqRGFZPObTWITZPx3ibt7PcZpexjF/wi8BWtga66Q7mI85p0v7ned6/mMW7YtCwWMundhyFTxXq2pPGyS512oQ1IYRIotoWAVQJIdJSythgV05KmRBCtOOQyWp72f0OzlwZYj04q4PbYnXEGknXwwRSQ5AxcxONgZB/C3Ws7lKn65EiyJOZ3NkLQda/R7/2g/076kyort3Vx7h7wMQAyuwHQohdLzkmS0atCeuwZ3g9ztkdnoy12/hL9xAOo87VFI50faDGTvo3GFDscxu3+R/hkcpWWt19x3PIMcDn+FyFJshBguklLOnLcW3ikGO97cNBlHV9sq7N3tUZXH2sxXAyySWUsFtjxDLJdp2jvgkJCp3wFRVfp6dnCU5bkFwEg7eRSHw38/c++xzEe+89R19knDU1F9PW9ue8Ux95xMcZZ+Srw/MiSSSyhGj0pwXnOOKIabz++sNIOafokoLBX7Jx47eZPNk7RdeApGRJll7CLoLdnk1n2nJHr3UmORj8EYnEj4ZlJfz+P5BOnwHApEnzaGr6d9755s0bnyHDt922jWOOWYeSDH/Ahz50LGVlSf73f1uYPz/nonfUK4h/Laj+bLqn8/8ARDD8wyNfjN3kna/xlm9Gti9b+h5QixBrjlphfdg7j3a5ntxE+sUTe1fHuIlzDz2BMOHUe7w3ZNnSIsiRWefMkC0HFqjA251pSwDtUsq0p8+xRBlPDUkgJ4SoBCr7smxXdjjgeS7aZssFLZvOEOPhkJDa61lmL39g+ynb6XrYW7ONJEF+ndcLnRPCflio43jIBgsGIDnWWeYh/R1sYhzGyXYXgomTLd4lxN2Vidf7qdB5ZqEIVqzPx7vjZu3OovYJ13BN8G/8LUN6NQwMOZ3pPd/m293zce4FN3JjYBnLxum/F7Go+Uqu7M9ApZbtD2dG2Z1Nt9g1CRM98AGOnLzUD7mEPQIjmUnWgZa28c9FWdn3iMWuBUCI9UQi91JV9RqRSCfRaB1dXYcSj38a74UoFqtEB3aG8Q9CoceprHydsrJWenrG0d7+aZLJc4Eq2tt/Q0NDFzt3PlVgPTvw+18iEFhJKLSRSGQbgUCM7u5JdHcfj2l+GagmFvtvKis76Oq6O2cJ99/vzyLIhvEWFRVLqapaj2lW0Nk5n3j8m0A5pnkR++yzNQ/h1lkDIUCUJNcl7CK4g8KROeaCwReJxRRJ7u6eBeSS5Ntu82cIcnV1gptuUhlkjbq6OHff3caMGfDoo+r9hQszwfSr85DEo5/Sf5fvf3hWhlhjxuU/i+146Fd/lqnkeUh5wJufm73PoQ+sfdc9TyCJlfJjJEJYy86CRQ8W37xF6p8mZLsKvRJkG12owFz35u1EDZiU2dNDQIMQosPuc+y3pwmgbqj6HEspu+xlR1zL3olj5KPdVnX9fF+RwskODxshzgf7ewY3GOL0TXZnlYcFXoJcTnn8Lu4aaYIMDkHOp4YYFGy5cA/Q45Eca8dnDd3fuxzllu0mqwOSHLuIsf6+fAR9xI3G8mTidWsknWXWMLD3kRCir4RZu1kXTqR4cCmXhl/n9Yoo0ayyiSDB9D7s03MRF0Xd5BiUidcjPJLp8b0v+3b1kyCDk0nWzxGG3sxLD1JqZeFwu9vrZJb+jUsEuYQ9CiNNkvVFP/fCPnHiiRmCHAj8jnvu+Tpf+pI32HoB+Bm3355dQyaEhd//Z2bNup61a/PJOJ+lvv4pWlsfAHy0tNxMU9NBOdnb009P89xzUzjppEI3nuV86EO/5N//XgHU0t39Q55//t6c+b/5zU+5CPKrPPPMRz3zPMeMGcvZtOkFIEAsdgWPPHIrp5/uvrhakFWDVnIBL2FXwN36aWRujFK6A638x/1zz0UAME1obw/RkZU9sLj00g6uu66MDRsidHWp5f3tb61ZfZTTqfkACLHuhOv/vqO5wOoYocjf0qnkeQDmzqajgSyS7EsjTZ/aZ28fiODB0RNQXMAFxou8WFVFVXIlK3soTpCRUkohRAeqNARUpngHKmCqximZqbXbGHXg1CkbqPZNg+pzbJMFv+s7y+y/G4BW+nZcarObFK5M8W7S7mfYZddnc7bfS5Dv4Z62PC2YBoW5zC1zE+TxjO/qhSAPWGbdX3gkx9okS2dQvZJjnXnOkhzTi+zZJuLujHE+YpxGEcz4UCk1hhK2EVgS6HJJw73b4ybMOgufTZidmntd5lEQjTRyHdeVrWFNhYmZNUgWJpw6mIO7v8/3YzOYkffzf+SPIf25SirNB3hgoJ4KcdR2xnFqxYd6ADTFICXofYRWkGn3c1WTXyLIJexBGEmSrCVi4A1y3nxTsGPHUgAMYxXLln3NQxiz8bWvZV+AVF1vvtpeBy0tjxEIPEIqdQZSzuKYYw5j48bcDFVhgqzwxhubCAb/TDJ5HtDAhRfOZt26NVnz9PTMy7yurf1J3mU2Nr5BIPA4qdSngRq+8539Of301a45LJzfq18k2Ta/0Zm1tl1ZP1XCmIeWMha/MSaTn8UwzkTKvYA0QmzH5/sHVVX309Ly4qDWIJk8PvO6ri7foBds2xYmkRB0ddVQW9uOz+deX8HixRNyPtPc7ARTX/xiOUqaDcJY2zwO6Xa8dsNXUb023aP8lWTK3N87PZTAiofxtdTD6jmja0Drb/ytsoOOsh3skFOY4m+iqb23mEdKGbf7o2o5YaWUssPOllWjAmDs5yCqlllneH2orG9LIXJgEwMtI/TneXYThaRrXlC1ym5jHS8ZViUqQ2EgNFohkYgMUYYhJsrXcq3xNE/X7wqC/D7vZ1phjWd81ypWFSMrbol5UTfr4YB9H03hZJkLSY79qPtvBSrL7M78pncHYlwI9uBYDIgV2c5MFt4mzGo7sRsAOGUeOVjBCvEzfla+kY3l2o1ao4yy5NEc3fUTftJr7ewCFpj/4l+pAAHrCq7ozairNyRwMugWjumY7ik8WOhjvj+Kmf5CH8Oa4CuiXCLIJexhGOlMcv6b+cc+tgAp9wGgsvKnRQnyYBAKvUQqpWSc7e35ZZx9gWE4N3LTDOeZw8l019VtzDNdwefbSMrmr8mkt/2M3k/uzF5R2LKnKrJrmEKUjL9K6AP6bNoFIOUBnr8rSKX2prX1i/j9j/KJT5zHo4/23blXY+rUg0mnP67WQvyHxsa1OfPcdpufjo4AnZ1KLheNhjBN9zGfHXSGwylmzYrya1dbj5dfnpJ5bYgtAIWIcnj67C3m9vfVZlrWVDwIJEdtICH2Zu/4y7xcBtBEUwTFUdv6kFHtwAlsy4UQOuvTZhPoatR1yYdyo465/g6iiHIn+Ulwf4I9iSLFdahror43tKIyw7svGS4GRZTdv+GQEOU7uEPcy731FpYBECJkjkKCXFQNsStQQHLszjJruI2twvZ8AoeMuO/N+TOsYxT2PuoLYa6ooaZyHvOM/+K/ei7l0hySW6iNE0A11YnjOK57CUv6vM8WstBayMJB93d3QdcMg/oddTZ9qLLK2sw1TR8y7f2Azh7r41l1nSm1eSphD8WIkGSRPeKde3K3t3/GfiVZtOivmffPOKOW9evr2HffVh5+eLCjfdkyTjWC2X9cc00Y0/yk/ZfFySfnulwHAusx7WtMa+tMYE3OPADp9Ey9Zpx00rt55tByuqIk2ZaBVeJkeDSSqJtUCSX0BW6SXCjgjuLzPUYo9DxlZWsJhbqJRhvo6TkO0zwfqCedXsjy5X/itts+oV2l+4RrrgnS1HQ7mkRVVV2Td77lyyN0dtaStl2io9EKqqqyrw/hcIpp02KcdlqML38591yPxyszrw2jZ9tE5XitiTIo0gxQvt+HejpXPqPmlbKgOaCQiK7KPjkn7woIQD7GY4lJTGrdxrYanIC9XgjRWkwSbWe8unCMuaqBnXawa6Kyx3Woa46B44at+5oaqNrO/soYdeu7lOt1EiX5rsd1jO6xBFlD1Sfre4NWag2YKL/AC9zADXVJkn6AAIHUVVzVOtQEeT7zI26CXE99dx8IMjgEecRbMXnhkhx3e9yotfLCmzHW9+o0qu6/E3W+DE/f4RGGhzC7a6/DAA00+ExM4yVeqr2USz/QnyvUxsn+TOxTfKr7EvpxjxleaKPLIIpwagLqNt4aKNxJE8ngSbJWQug2j0l0O69+tFMroYTdDSPibu3qjxwm38XCMF5DygMQohHLmkNNzSI6O7+DlAc6C7GNvP77v3/Ft741sFEuv38Z6bQiuLNnf4h33snNUuXD/ff7+fnPJ7J+/Tw6O6/Asg4FIBD4NaZ5cc78p51Wz+OPrwaqMIx/8MwzH8uRXM+ceSiNjS8CQfz+P9rGYl64HR5z+iXbTpwV5DqBp1HtWkoEuYQ+QziS2QDqGMq9qZ92WjXLl3fkXcC8eeP55z8fRcrDAAiHv0Us9ss+r0Ag8EtSKXUe+P33k0yen3e+vffeh1hMHfNCWFRXtxIOW7zxxt+AqcBmpNyv6Hc1NBxDc/OzAASDN5BILPH2UAZFlLvX/EusPneuykIbxvNHvZz+hHdx/XW4HkboQDLLpMsuwahzTU+hHKMzAZF9PdHZYP16PE4w1UauwiCCGqDTy9WtlnRdaSfZA3U6G5zyPvdGej19hiWws1RKgtfxGgYYjO/LvjVddEUADAzrs3y2+ef8fEgD5vnMj2xgQ6ZXdD313atZXayjhHubRiVBdsPTg1m7HutzQvfmdmeh810rBtWPeyxBCGGMZ3x4DnOqAwTC+7N/YilLW27kxsAzPFPRlzZOoxT6Puomo+7r3UCgS1HcpLa/cJfFaBM4XbKSHGmFRgkljDRGSm5d2DH3zTcFUs5Wc4lmQqGf5CWeUu5LNPo/fOc7n2blyjP4wx/yB+qFsPfe2TLO3gjy4YdP5/XX89dDAvh8T/OFL1yZd9ry5S3U13+V1tb7sKyjWbDg71RU3EZV1buYZjmdnUfb7tZBDOMNjj8+/3KcjAy4JLD2SKwmx+59a6HcaaO742h0CcMO4XnORSGCDPDKKzuYPfvzrFu3CgiQSFwM9I0kh8PfyRBkIf7FF7/4zYLzptPqnDAMi7q6ZvbZp5uPfCTGN76hg4/ej32/391WLQiqh/KmGcijXnEk1+OaEZufXeaScou8A08+a1QEF+IFXuD3/F5sZrPvHd4Rm9gkbBJloAKiOlSQZADjbJMub5snN0yUcZYiKbmI2fNUofajHsAsQ0m2BRBFkeb0YAy9pJRRu6et20175x5/rXMyyta1XOt/iZcqpzO95z7u6/MAwoEcWKkJskDI+cxvHSUE2S2xHpWkqAAxdiOJOvdiOI7BbuLsLT/QBKvcXn4ax419dzKgUzXMAhNVPhG8iZv8J3BCfRddWeVnfvzWTGb2vMEbdW/x1vmP8djHJXI6aoBup4GxyY//xQlM+NNmNr9d6PtqqT2li66vpkkfjjIC3OnD91ollfe00fZksXUNELgrRepLfdmu/dl/9hrWbMYx9dLkVDtHa4VMBlVUXdtFV+a+N4c5n1rN6pdds6RxiHd/Dbx0okqrxLQLtwWYpexxCSUojCRJ9mY4FH70I13bBpZ1EKZ5BEJsparqKj72sSc54IA4d999ONu3X49lHYllzeNPf7qdP/zh833+9ptvDtLY+Ev0zaiubvEgtqWZmprLeOihR4qafLW0LOeAA+bz3nvfJJn8Cp2dd9OZVaK5nfLyJVx88b38+MeFMr4SF3Gxb8a63ZW+sWry7JY2BtWseUmP9z1v/elAXw94GbvLDb8EYO3ajfh8z2JZpyLl3nz4w5N4/fWtRT9TVnYeicR/AyDEWo477tNZ9cNenH/+Bv7612qOOKKLW291VCXf+Ebf1zMcdoJzy8pSYrw6D6mzys3jkKm1qx2JtRAFZaGWUXhwYRnLMq/f5m3RRJNoo0100SVixESChDAxBUCKlNCPNGlhYWU9JDLzLJEiRMiXJm3EiGW+v532QudUHBXM63tBA0o6XUidkwZaXK91YOV+TgPbUAShAnVNqcBpGxUBeoaoXU0HDonwA7WoAHvPhsRaLBb77uKu+gABXwstIZREvVfMZW5ZCy2ZY/xADmz7E38aUjXE7kiQbXVGBKdNmRfKHVjVGHvrbE1stYWt4AiSnW12w+f6HlBmYN5s86jbP33FetYbd3N3eRNNVatZnTVNt3H6ET/qmcOci2LE/ptc5dxUC2uqiXnMNrZVAd/2fscKVogTOOGXKVLneCZNSZOe0k77wgCBe1/kxYu97aIGAa0Y0GUoFuo4cbevSwPJozl6Thdducmh3OVpA6++rKPuEqCv9ZqY6+UkkSOqeiqhhFGH0UCSs7Fli/uCFwai7L//qbz9tlPru2TJy1xzzalcf/0LWNYhpFKfZvr0uWzevLJP337llbdgWYcDEAj8H83Nj/f6mcsua2LJkiMASKf9dHZOpqvrY5jmV2hv/zmnnTaLaPSmgp+//fYAGzd+gWTyk+Tf9gnEYv8fd9/dyI9/vLzAUhyS/K9/CWA/nMBTT4+hyHGmvmeswSb0GoVIt+Nqmvu61/dKRLzfGPj+8vnWYFmnArB162SgMEmurFxELLbU/msTBx/8CV58saXg/AA/+EGKH/yg+Dy94cgjm2hsVK+lzDHj2jRDTZm4DdHx/lsZky/D8H3gnReg67e/CMdffLJix5Ymq44NSQDtDjycCBESSZIkSEiAOHEZJ17sIxaKVNbgGLZUoMhnD7nk16LvGeCkbepVg7om+VCDeiEAIcSOwUpH7RZVbcA4VBAYFkJUSCkH2sJlt8F1XFddQ42wsGSCRIJsopkXC1gQctcHT2NaxzM806s7cH9wAieE3QS5ltqeIgRZxwr6eBtVBNkmtGX2I58BXYYY08f6YvuciNkPnZkOeh7egW79vl4v3eZMk+ZdWoZgDxiE6YfpmBDCV0NN+b7sW1NLrR4YSENuG6cw4SsTJBYDCMT6EKF7yil/LUy4I0asPkr0UBPz0xQoNTiJk5ZogiwQ/y6n/KcVVGzopntWDz1XSORhKVLnnsRJzQkS+b0wHDRNY9oni81wMRe77xP6WqpJq5Y3+4BAK62R13l9KeA3MJotrHFFFq0NvCDbg0CXW+gyGXeZgomTdU6jyHEpc1xCCXkw0i2gclFXlx3RBYO/ziLIGkuWxPnlLxfT0vIQANu3nwn0TpLLyr5NMqlGDw3jX1x00WV9WtsvfSnFl77klu2sAp5gn31+zXvvPUEstoRgcB9M82s5n73ssjJ+/vO/YFnHAGlCoZuZOfO3fPObG3n11TCPPz6X5uarsKz5tLYuo7z8Snp6fl50ff78Z4Nsggx2rTIj1c92eNC75HcgC1VEvBiZ7hP5Hssj9v1E7w7XhdG3z1VXn0Z3972oG/pW9t3347z5Zl4SOuR44IFuli17H5iGZc3ON8umGUp+LbranPpmf2CN19gLILFqZZk0EwbSksNNjkOEMstPkJACIQ0Mq5VWTWrdx2+hv7eiyKx7YC0lpey/I7kLUsqkEKIZRY5B/bZBVG2zTwjRNNhzSEqZEkJo4zCAKiGEuTs4Ag8Udr12uJ12GSGSvo7rOnHKdfIa8Z3N2f7VrK7Vf9dT372SlYUVHAPACZwQXsvazHfUUtuzhjWFjjFvTfUub/OUDy5n5jKyO0do9JsYF4O3P7O9Dm55dj6Jts4Yltnze1ujpRheN/ha7F7IQogeoKvQeW4T6nJsaXqKlOHHL2LErEoqzSM5stvdxqme+pM0Qfbj/79buOVrecy6ngduvZEbvVl49mbvfUzMywEE4rVLuOSjS1mq487XLuTCx+7irmck8nAT81v7su9961n/XpFtTRaTdBeBJqwmrkzy/uz/dRPzMD/+9TXU/LWZ5kvt7dZu4O6BLl3jrp91dtr9HcqhOjt+UVnkUXA+lVDCaMZIGXeFcCRy2aT45puDXHFFe+bv+vrP0Nz8RN4FXX99iKuv3gn4MYwVpNMLin5xZeVX6e5W5FOItXz84wtYvnxwGSi13PPp7v4ZAA0Nn2LHjmezpofDN5BIKDJeVXU+HR2/y1nGI4/4OPPMx0inTwAsZs06mvfee8szl651igMphKhEySO9/aYTqCyQe996M7K9SaT19w3k9UA/159luI1pRhrFiHY+OeqYyGQLp0VPEMeps//w+R7GslT9/2GHzeKNN5py5qmvP4nW1kdQx3cL06cvYNOm/C7wfYUQa4G9gE0Zn4Ni8PvvI53+HABz5+7FP/+5Pe98gcDPSaXOBwhP3+/gQx9Y+y445l4A/1h9d3nimeURY+t2GVq9PkPWBEIWem1gaIKb9fDhk378mUeQoAwRkjOYQRVVchvbZC21cjKT5WIWD6oljhCimmz5YhzVW33Qx6tdP1yHumbpAdpWYPMQLb8KlQUHdazu3J1NjgrBzm6Ox7lWtkqkziSDk53NBNvXcq1xF3c16FZPlVTG1rO+nSFEPwhyzvoxCgiyq/69kJw6gaq3j+/q67v9m3sNwfoyOOeuhx0y8iyEqCW7u0Ya6JBS6hZZArUvy3Ela6Yz3ddAg3EUR1n7sV/7N/lm1kDXClaIYzn2LYncRyBW/YbfHP1l8nQrKIIAgZ+lSF0IMJ7xx29n+z+980xgwpE72PESgB//7UmSOckUV03yJkkf7i99wJEcOX0lK18HKg7kwE9uYctxHXR8D+AwDjv9Dd5YgXN+6N83iPP7mWTHIxqaLKeRpRagJZTQV4w+kgwgxCZUIAV7730k7777n8ILExuAiQixDss6rOB8NTVn0dHxa8BAiM0cddRH+cc/hiZLddxxk/j739VIYyBwL6Z5SWZaUxNMmbIFqEOI9Rkn7HyYMmUeTU3PARAM/pxE4nueObJIslRyRn2zcdcla6RQMsfYWCBlA4G9/Zowu5/zvVds2q5u1ePctHJf91fWOizwuFu7e9L2HfvvP4O1a1cBQYR4D8s6MGee8ePnsXPnclTA1MGkSafS1PTGoFYe+k+Sq6o+S1eXGsAKha4mHs8tn7jwwgh33rkBqEWINVjWh9wu2BqdlYTKoqQOfJvUfV/pvc5rGcu4kRtDLbQEo0RDPnzppSxtW8SinK1yvc4d6BoCIiGEKEe1qtFIAq1DQThtk8FxwCQc0tYObBqKY10IUY+T3TNRjt275bWvEIQQ43Ckt1EppUN2Hedr7GexjGVcwRX1utVTiJB5H/e1DGWrJy9BrqY6upa1XtO/fOR4ROXVNvmMoO6x+ZR3KRQxjo2mARn7vuglzf3tRz4o8mxfR6rIvmbp5eUzNEsvYIH5P/xP/AiO8JPHF6GW2pPbaX8UoIKKL3fRtcw7TzE00shMZm4AJgvEWovC8ZiBsUoi9wM+2MjGvWcwI2v6cJBkH76HLKxP+PHfnyR5fpjwDxMkfgCwN3uf9i7vvkxucsB9f07gVQqVpNQllDBgjKTcujB8vjWk04okp9O9Xdj19MKjY/X1p9HRcQ+KIG/l4IM/PmQEGeCCC3by97+r15Y1PWvaF74wAS0D9PneLLqciy56g6uvVq/T6XwX3ZwA2Q4Ae4QQUdSNpxLnd/WjJJSVQhkM7XYu1/b2eEdNBwQ7gB8IwfZO6wt0nVDRc9CWhefNRnufh+G3Lb68mppPsHTpk3n7DoNqAbVu3R/RAXsodEfOPFOnHsLOnY+gCHIPDQ2nDwlBHghuuOEvXHrpBqScRSLxXfbb7yHWrduQNc+99/4PSkoIZWU3gyPD1mQ5EYSuSmQqgLV9QpbZXgbLWCZv5ubgVraGYsSCSZJZ7q0+fME7uTO2iEXuetB89aQDzhoXgpSyx65p1JLJANBg91IelITZJsI77OVPR+2bGlRcv2UIJNJtqAFWbX5UiWo7tUdACFGBQ5DTqNpyB8r5OjMo+AIvyGu4ZlyESDBCBIlMfptvD2kv5AUsCBUhyF4TT8v1esiP7b6gD3Jq7f0RHa2SfvteoKW8QGa73CZR+jlfjKVJdpZc2ZZt94k829cR7UlQhdqfQZyuGzpBok3L4k/ztJaO5/3du+n+jF78J/hExktmAQtqG2msm8GM1md4pq3AbuEUTpkJTAbw4Xup0Hx6eorUfsCUUzl1xju801hs/sGiiqrPWpAlLGwAACAASURBVFifAFrnM/9KAIlzT2+nXZfT5a6qu7/xKKrZL6GEsY6RJMmFb36BwN9Jp48HoKNjJpCfXJ5zTiUqKwGGkSvhBJg48URaW/8Pta0t7LPPJ3nzzY2DWO9c3Hrr5Mxrr9ttWZmbvBcn/Js2uW9I/ZLE2DfFGBATQmhXWR0s+VCZoUohRFseZ80SyATwg4YdjBiuh6/Ic18y2LpPbU59led7JX0g1APYzrxEj46OWzj77ADnnfcIodArlJVtIhCIEY2Oo6fneEzzPJzz82W+853bsz6/336z+OCDx9C9bsPhawmHO5g+fU7BNZk6dScrVuzMeX/fffdm69b5nncrMs8VFdmtOubMeSpHTn3JJSl++MPLaW9/GKhi/frnKSu7kaqqlSQStXR1nUs6fUZme37/+6yyiU0zFFkGRHU7MpxAVnapYH8Zy/gFvwhsZnOoh55QilQgSNAAMDAIuWJx23QrdizH6p6VXgxZ1rgQpJQJu5a4DnXtNIB6IUT7UPRbl1K22q1sZtjLrkadOtuklD1FP1x8uZZt5FWPOmYrhBDJ3aVHvMvEKafW1c56Vrreyi+TlzYBFYiv8tX6HnoCgFVGmfwhP2w9h3PcpHVQWMCC0H/4j64VdxNkLzl2f9eISKvtOl8tp8432KnbNo1JZZa9zrqnbuZ8KECe3S7IbvRGnvVD329COP183QZTVajffKuWYNuDN/o78u7fNOmj7FkbH+CB7koqP9dDz3cl8kCA93gPA2N9iNA93+E7v1zCkqxBjO1s31+/9uMv2vbTj39tyg7DtrN9NtBYYNZ6H76nLawDUfecVgPjrRChx7/El35zB3f0eu05jdOqu+j6KUAZZT94kV7MKrPhvj/vakVcCSXs1hgpklzUYZMpUx7hvfeuAqCrayHwSN75HnpoIfqiEAy+nDN96tSj2L79QdSFuoO99lrIunWDq3PMh3fe+Uzmtd+f3bPghhtaefzxTqCKdPooHnnEx+mn58+8PfTQcZnXPl9jnjkKSS2zYN904nYNVQWOGY/up1wiycMIOxjRDpZFYQcohUi0971eF0cfzmlPdloHNJlnnRWQZByntOFPPkwmmbyIZPIiugsYCvt8D3PKKV9jSXbAQlPTMajaSYV4/Cbef7/4ym/f/iPgRznvb906n56euwp8qj5n2oYNJwO5NcdtbU9SXn4J0eitKMf5W4h5YhwhVnLssYtYuLDQYIPoqIGOGuS7y2+1wlw5NU26XCBSQYIpiTSDBDMO1AA+fKkIkUQDDYmFLDTt2mKNYSfF+WAbYmmirB11a4UQfillsXY9fV1+hxBiIzDNXn4VIG0TrvaBDlpJKU0hRCeOZLzGJsq7Qy1eDYrExcltdVWDc4/oKZbltK87ewENQYLbyilPn8IpLedwjt5HXlVM8Xt2HixgQUgbgYUIiSlMia1gRReOy7b79x2RzLGtHtLu1PmunWmUnDo6muTUQ4lhIM/aMMwtqdYlRT7UPtUDYQ12b/Yul8FhXmO5FawQLllzS5DgT5Mkc9okSeS+ceI3Xs/1n36N105fzvKMmsLEzHQuCBAoqiYMENiiOwMkSEwrMmuFhXWc6++JFtbEGLGP3cmd336Yh7+wgx2vFPuup3jqBmCigbFiNat/XWzePHCfMyWSXMKQQjhKSQ0JSLl7GQQXxEiSZI3cUcN33/0Pfv+TpNOnkEotYuLE37Jt2wtZ85x00gS6uhbbf5l86EP3Z02fNesQPvjgYbSMc/LkM2hs7J+Ms77+Uxx00EpefHFbwXkmTz6GaPQq+68UM2dm18gceqjE73+CVGoRUk7m85//HrHYDTnLOeusGlpbneC/uvqveb7Nva96PUDtIKlVCOHHySwPOEtTwtDDDlD6FLzbAV2xrPSQZKddGek0xx4Ls2fDvHmCYNDi+OPTzJihZqyvP4+uruNIpY5CyllIWY8iOt0IsQWf7x/U1f0f27e/2pftGzXo6bmX6dNfYevWi0mnT0LKyUAPhvEOodAfuf32ewtKzBWc8/SmmyoSJOr1hKRdnhwlGgd6yinvmszkrnWsU8sbZW6jdma2BUU4tZt+pX1NaR8C595OIcT7wETUtVoTW7+tehlQ305b6hnEMVmqE0LsHIsZQA+05MCbyXNLg9MUkZjbGdO9gFkAJmbaxFx9n7wvYWfzvK2i9PUk30BZvv0pPs/nw5vZXFtpJ7bDhKMrWNGeZ/5dnjW2yV8Ih8h5IVGDENE9WXU1APJcgTrfgjkLU8uIoqTVugxCx5/jgO5lLHvP9mDIm0m+juuqsY9BiTwoSfIIYGsFFd+fz/wnZjM7/gf+cEQLLddL5FEW1tFP8uSdwOcy24TM9P/24SsaC/nwZZzdJdLbixlACsSrQYLLI0T+XUbZ9hSpcDfdB8WIfUUi5wJTdrJz+RSmfOQDPsiriGyg4ZgUqXOB1BSmXOKtfe4Dxvo1rYQRhlDnnDZqdSdpCsaS9gS3n45KsgxB6eNowkgZd+mLaxh10czdqQceuA9vv/0SanQ8Tih0G3V1TxAIxGltPYKenu8gpepXWlb2A3p6bsl89tBDZ7Jq1fPoLFV5+XeZNOm5ois1c+ZOnnoqW8YZDN5JMrkIv/+vhEIvUFn5NpFIB6lUiM7OmfT0nEYq9Vl08BCJLCEavTFn2QccsB/vvLMCHWT6fMupqvod1dUbSSZDtLUdRSx2CVJOs6c/Typ1Wp611I6VJhDfU0ZySugfXHLvvhDq4pg+3Ud9vY/p0wNs25bCNCXBYJpQKE1FRYqKijQTJqSYPDnN8cenmD+/dEy6jVRU7e1+ZAfj3eQOVqXJ7ms6IHI4nLDrXatcb5koQ6+h8AOoQkmkq1DHZgcqMO+QUg6oDZF9HridtGNSyoL1imMBQohJqHtASkq5w37PQN3rNIltzUhYcz9fgSIls3D2yzopZWP2jFly6EKBUt73j+f48nWsy8i+PU7ZbkOuXU2OdYazjPyE38Rxp96tAr3hgi3xL8fZp+4gOxOr4AThBopIh/EkaRay8O2/8Bdw3Jqzjo9DOXTKKla5WzFFZzLzqA1syGoReimXhm/jtpck8hCACUw4bhvbVgKECX8/QeJagDrqTm2h5YVC21ZP/YmttD4BECK0OE48K7Y7jdOq3VlqNxppZDazrzMxvwcgEG9sYMPRXgJ8IzcGruKqf0nk7ACBm03Mq9zTQ4SuNjGvttfn5GaaC9VR632WRvZuFFlCCcJRfuiEiYb+2102aH8kK0mXr4uLnqaVieZYJ80jRZK1qUoIR+qZiylTjqap6ffAhAKLkoTDPyYWW5L1bnX1F+nsvLNfKxUOX08sdn3We4okf7EPn45RVra4aG/jCRNOYseO+9A1moXg873AGWf8Fw8+mK/9hja9SEnXyG4JJQwELqm3ewTR/SyoqRHMnBlg0iQ/sZhFe3vxC55hSMLhFOFwmqqqFA0NKSZMSHPEEaki8uTdDbplVlqC6XJ0rsC5MaUobiile2jGgcRokXrafge1OAQpjSJlgw7M7PZTlaiB0QDK9Vq31ekYSBbYJkYNrvXtGEzN80hDCKH9L0wpZbP9nrvdTgw1CJPlPWDvhxoUoZmEM9jRDqyVUuYN9p0vziHMeQnygRxY2UJLBaja+goqet7nfbXsEVJJ2MdsOflNuNI4Jly7gxx/l8DT29iLJGoQMCallB4jtAiOx4G+9xioNmXNOLFhDkk+gRPqX+KljEQ6QOAXJuYV+davhppTO+h4xJ5vqYn5XYAIkcvjxP/HnmdhG21PFdrGWmpPaaf9LwBhwt+LEftZb/vFCx++xy2sjwA00HDSDnb8wz3dRYI3f4WvHPZrfh0tML0vJFnVg5dIcgkFYEunteO92zxWx3zuwUOdJc5XauM1rcWeJ6t0z34/CSRkP32WRgtGSm5tuZ4LuwF/8ME/WLjwcJ5++uuY5qewrBmoVjLb8PtfYsqUX7FxY3HH6MHgxBN/wCuv/I14/FjS6TlIOQEpGwALIVoxjDUEgy8wd+7vi0qyAbZvf56FCw/j2WfPJpE4hXT6AFTQkkKI7fh8r1FV9QBvvfUYkycXWorBYPrVllCCCy6pd4o8depCCIP6ej/HHhvB7w/T1uYnnZbEYn5SqfznrWUJotEA0WiA1lZobFTvP/YYLFniZKErK1NUVaWZNCnFwQensmTcYxveGjwtWd6J2sflnvl6cHpRu4mHgQoswwC2G3QCRZpzTJt2FaSUcVedsg5yx9nS6LzZy34su8MOqC0UWa7GcWcO2N/RX0PDlG3kpc2jqu365FHpSlwM9mCLhrTfC+MQZD2w0gBYQojtNkmpwJG31qIGa0xUILOdvtxPZFYGId+6aZfyiGt5XW2ybdC16wOBq9a4nFzFTElOPQDYWWOdic+nQorhqoUXQgTtMgB3X2l9jIIzAJYAjMu53F9JZeBszhZ7s3fOwk/ghK6XcDhiGWVPF1rX8zn/+Zu4KQX406QPz2wDjrFqmnQ+CTWu6bq8BIEY0MBaOeV3d9H1EYBOOo8DMiR5JjP30+S9iqrLvQR5gCjVJJeQA1u9q1vvgkOU9XmcRisRVDzY3/jCnWAJ4WSdk9gdMoQ69xOo7PKYURyOSCYZQDhym/y9kkvwQtdRZXokj/D6lLCHQDgXU6d3ZWMjPPaYn02bfGzd6qez00dXl59YzI9p9qcfp4N8Mu799kvxyU+mxhCB1sTRRJ2nWRlgO2isJjsT24Y6nzVZ1iqbQgOIur1LApVl3uXXApuEaEMvja6hMPQSQtTg1ItWooiyLssZkDu/LefW9YhpYOdYk9TaJEWrquKo42Y8TqDTjiIkEdR+a8cxSxIoOXsFTvueGErN0CmlLOC616f1EqhjwZ2pbR+oTH4wsOvQdYbTSxhSOBnOMfXbjxT60A4rY2yGk/TQ3gJayunu9GChjl0d82V+o+lM99VT75vFLN+VXNl0BEfk/EYC8T5qEIipTD3ifd7/T8F1RzQCEwVinYV1CEANNR/voONhgDDhb8eI3Vbo8xEi34gT/4n9uU+30fZkoXkLYS/2OmAzm98A8OO/PUnyMj0tQOC2FKnzBGJDOeXX5vt8jNhn0qiOCkGCNwQJrgE4kzOXe0h1Rr2EzO0vXcKeCeHEEvo81PGFwM7w0geD2YF9dVbGOoW6h2uFSBJVMjrqr8Mj2QIqk2mhiOV/CRloMxUYAwdWCbsVLLLNeyxmzFAtk/JloRsb4aWXfLz7ro/33/fT0eGjs9NPPO4jHvdjWflHu03Th2n66OpSxGv9evj73+HeeyEcTlFWlqK+Psn06UkOPjjVi3nWSMHAuenknKdSyqgQIkl2JrYep/ZWSxV1wB+yH24yKlzvY7dSSuCQ5mG/PrgMvXT2EJShVxBFZAe8DlLKdjs4B7U/qlESYhPVhqrfkmnbIMw9el4L9KfNymiA+7yxUJJpTZAT9rE1AbW/9PHRjSIwNTjSYreJEgzi3msPltTjZCgk6vffZQPf9rESQZGzfG3y4qgMZylr3EfY54rb9dtt5OMjO8AuQw2+6Dr28Z7F6cx9N87gfsGMZ4oCKiXAwHjbwjoBwMLqbTBWT8+oTyYw4Z0OW5ySIjU734dc65GZPoEJRdtFFYJAFDu3QgASOaub7vuLzAeAiXmVaZ+yr/DKbGDTQNaphN0fdkmrLm3QWWQ/rmwuw8u5JE5Mor+/zPW+zi7H5SjvtjPSJNntnlkiycVh0N4uqamBEkkuYdcijbroWq7nwpgxA2bM0G6HuaPaK1YIXnrJT1OTj+3b/bS3KwJdTMYdj/uJx/20toZZvx6efRaWLpWUlyepqEgxfnySadNSnHpqcgTNw3SQmAasQpIiKWXSll+7WyvV2K7DnVpKbcsWTaDLJiMh18NrtKEDWmwSrmuZhy2rYK9nmy0F10ZNIVRbl7ZBfnc7ar+EUa2OqnFGoKvtNlTF62hz0YrKQvmAkBCiSkr5/7N35mGSVFXa/93cat+6q/eVbrZuNkFABG0EB1EQcR2U8QMVgRGFEcUVFWSZUUBgdAQRRGUYYABxRERBZBMQ2fcGgW56re6ururasiort/j+uHEybkZGbtWZVVlV8T5PPrlEZERkZMS95z3LewrVhdcaTGIhWQegz8uAUmoWmgyLQvgI+jpoQhOUVvS1KbXeQijHNJ/Ydc7SR1u20zteqeweolEm0mhHQLRW6vlrDfb5MzUpwmiyK9oJ7nMq2QcSNYZcJWu5R8PosUuuQfc6puhPGrAaaWQ3dgucwAnWgRzoOXaGCD0SJ344wCCDuwCe5XYf5aMt2PovCpWpY76He9buwi6bgfkpUqu8vitIkZK2Tpv+xJ/eKrRuPvTSu0JeBwl2jWUbZaDsNm0+ph6UU6alcJxckkUzEXXBEkyRSLbYMDFA2QJiI+6su1rBRKZbi9EXwRlYfXhh82b4j/9YwJo1EI2O8tBD/egLLDEFWpr4mARQTupcGA9RlYrBnca9Y0eI/v5wwQi0G5FIioaGJB0dCRYuTIxjyraQhSSQKJZKZEfAWnHqlEEr67r733p9V7yz9eTWM5swPbqxahEGW8inA8ewttCEf8wiWfb56cARB2rCSdkC/ZvKilrbETJTPLFnskQY7XMs7cTqcchHAidyMBtNknuALvT/oNDEpxHtKBi2vyviXXnVsAscS9g+Fvm/U+hzWXUjrBzRqGofS63CJcpo1guaD4HUtXu1bpIosGQgeMFsA5Mu8D5d8F5VmeOU1OGcdRexaO+NbHwKIEjw5iTJz3ptqpnmT0eJXge5ytRhwv+ZJHk6wGxmr9rK1ifc35/DnIO3se1hyE2TLgdBgn9Ik34vQCedR3bT/Vg53/fVrX2UCuU4y6UuuB7HWVhrBFTGG3G8pdFR5ZorvZ2wSLIFaeWooYnh7cMLkUiQgYEwAwOj7NgRwPH2ppVSpgHsR5h9VAspnJT/INXySBZK477hhiAvvhhi/fowPT1hhod1dNkNSdvu76/jrbeyU7ZbWhLMmpVg3rwk7353osKK2wFsB0IptTa2Ed9vR36lTrlOKaWKGfg2GUkCUdsgFg+tu7WKRGPr0RFYOa8jlYz4WZY1akfHO3BIe5tNSsfUT9kWnRLRrTo0+ZEoesp+3amU6imV/FuWFVdKDeAQxHa7f/JkGDvFESJCSNJORxwRIfR/220/5HeG0KSyH3199uH0vIYyHV42SZ1hHE8STZCrZojZ17gIcbnveSFy0fGKYk80DBJskl/zdX5BVI0QTism97qZ82k/8pLgCt83pjicp9NvAxteChK8J0366BSpE2Yy84Yeeh4w1zmYg+dEiZ5vv42vYMUN5vLFLP7JGtZ8Hgh2033FWZz13h/z44xxfhZn1XfTLS1Fk0tYktO1ZA5zDl7EovVP8ZSnYKvdAup8IcgK9cKTPFkWQS4DprrwtHUMTWfYtceSUSNEOUbtpjKPoB3ejegstBhkBMaitSTsNWGRZMhEp0LogVqU1XzkIsKvfx3h1lvreOwxi76+fH+aiPnEarHPqo/JDU8Br4nGW2/BLbeEWbs2RFdXmMHBENFoOG/athuBgE7ZbmtLMHNmkj32SIyx37MYpgk8BLuKwY7MNaFTpHeqvZudRmmmZuc7FynsKFGlyIVtvLfgiGSBJlE7xjomeQhDBXFSNWEMab5KqZnG9kqK3k80lFIN6PPQiT6nITThlfNah1Nr1o0T6Z1hfz4EDKINFEk7TwPbSz139jG04xjmFeuVnWd/QvAbySVOIhoVnSROjrJhl1mE8jzK3hyaGIv6rBBfidrG0dfHxKSoq4zYTwgngJKD5SzfdQ1rHkFfh7EIkZ+00vqnEKGRfvoPGmHka8BCgDrqvh0jdrl7G3XUXRgn/jV7t8810XRZM81rhhhaFiV6joX1NoAIkUtGGf2ex/e/Eyf+tSDBeyNE/tJAw+p66vuSJOuGGNpnhJGTLayD7dWH5zL3qC66ni73lJQYSVY46e1JLN+Onk5Qzj0dRo+TMi5OljFRnPuSEp5GE+WauI4nmiRLlEM8oLXq9ZhIiEiPHgB11EkuqmIGsLSMGZ3OqWc+KgPl3Kd50+FqBnfeGeCpp0KsWROmuztMNBoqO2W7uTlBa2uShQsTHHhgIm+bqrfegksvnc3mzdDePsSvfjWmyGm1UEAAzISIOo1UqOdxPdqINdOvRZxsLNsTdWY5fjHyzShKP/o3tADJQvuyHQmzjOPbqf7JtgOpGacfb9h4iOCRRHqSaGIrqeMSsRsp5EFXSjUBi8juiTyAPg99OOdbyI8YTXVoJWzQ80E9ToS5F9hWSpq0vf8246MY2vlR8Wu9SG/jOPp8xWrpPhsrXFFh96M0Z182Uq6HpDCHyTU8a6sdlspS4s07Ds1i1qHb2X4zjtq7G1aEyA9GGf2+18LHeEwdzuFXJ0l+Jt8+QoR++RAPnXEouQ5Tk7wWwfpZzDrZ3R+5VJRIks3zlcCq4XnZR8WgnJrjMA4fEJt/skH0JSz02J5CE+UJ7608oSQZMsaF1NdJmw8fDsTIkv5i7pYyEZx0ynzeZWkZI4R5wi88H5MPypH1L2rE1CREdfupp8Js3BhmYCDE0FC45JZVgYBFfX2SpqYks2YlWLYswYEHJunvD/Gb38xl/foEPT0p1q/PEJ9ai3AZAmBmRMmNJE6Eecz/sU1EZ5CtODyMJqRlTzweRFnSPs1xT9rQQJEIqU3EpH+yhW4LVdLYqLRx0oZDjOWYZC6T+n0hOm6SLA9RCQbbMMCJ+A6YpNlujbWLebzY59PevhAGMZYC6PT3QRzxLvk/2+3nPmBrscihq4UWaFLVV+g75aKE3sbD9n4n17hjo4JRYfc1lDKe03aZQghHzM+LaMexa9NraoxSpWcrHcERMx7jsTMSJD5kYS0FIgrVFST48GxmX7WJTZ6iXiY66Dh6kMHP272UO4HtQYJPt9ByXaGWT3ux1+K1rH1/nPg70qT3sbBmocempL2N5+qo+8MZnHHLpVw6ZudDiSTZ1MKIGz3NfUxR2LaYlJ7Is3THmKyQ3xTAERmbcKJcCyTZFPCCWknjrB1IKnqyWFG7bZSKRymfAQxOvWcMiE8Fb7yP8YFynDYRnEjF5Iaobb/2WpieHi0UFo2GS446L1sW4K236tmxAzZujBKPy0RloaN9Q7XomLKNdhHt8YrYgSOsMTKW35BHnCyBjkCOZXvulkOioC7RVXEY9lECkVNKtRnHlkATa8/x0DZMZqDJqLS8kX7OjTgtNwRpHPIiCOCQAIFcJ8PGs/yubUC3BQmlVCc6kgyaGHdJar5B+Bvs7Q+hRbwse5/DaLIMTj23nP8t+YiS/f+1kV3DXJF+2MY+QujzKbXWJiZlb2N7Lg67HuX2jxfym/XI59Cw9yl9sr1aYUm2yHAtjkcAqKxspeoJRE4t+D2SpxE8CHIQJ/o6FSDR8Sh2ptVEEuUJJ8mQkSyXgXEypgpUCzLRxtAkuWQvkW3cCFmW8+sFiTLrSPU0ET7xMTYY0WSJikxdQ+bOOwP89a9hurpCdHeHGRwM5wiFzZoVJBRSdHUl2bJF0dUlJC3hekhkeeJTGj1QImFOYLd0KdfI9qhltdCCXmXXX+chysM4bahm2Z/tADYXcgLa4+QsHNI65G4Lpey2VmjSKYbJDByinMZ2JNjHMYqe1IvdF5IG20AuuRmxj7/f3n4vTz/dzYEHzrC3vdkkjUqpFvuYZtjfbcYR8koB2+1nqUkWx0XSsqxtBc6NqS4OO5mW7tq+tBxq8Fg8aXob2yTfTYhLTZN2R4VNMlx0XC2BGNdWOnUxlKBw7SMHvrL1NIJy+sELQR5i6t0nbqI8NFE1yrVCkmWSqUP/2f6NrmGej9jOKL7ZE7kY8PnqEiG7ZYyfmu0jByq7fk4xne5XaVH1j3+EGBysIxBoYPVqxcCAxcsvy3mQtFFTbEju42E0+Rmo1QwOm4SK4Z1vrBDCPFKqyI9HX13Qk2DZ58I+xk6yUw0H0US8FUfA5K1ivZBtstaJ81/1WJY1qvR25uLU+rbj9LYeRf+PUSqrpSFpsm1o0p+297MDp+/sVnR02UzFngXMt49TsrPEAbEdHSEfMdYXPZC41/9nn1/5rbATTg2PbdehybHbGSP1aDUZ6bTPmZBgkxiXknEibS4TlBAVLnIcQowLzeUy1kyqCLxLvAtqoCaxxiHOal+0axrA6IEs/Y+nIkEWmL8xCQxOhOp1rZBkiXpKNNmvTc6uRU5ZFUxDN+oS5VEoDSxNNmn2B2EfUzPtunw4v/0Tn0hz++1h+zPTyBOy7L7HUmjRpX6cLI6aMwhLNMiFvBXtw2wTjXayo4cJNAEry9liH9tMnHOdQqdZd6KjvnJsbxbrA6yUakbaQi1bBs8+20hrqyhqz8QRrBpAE9YxCZCViTA6ktuBk1LXi3YGDANrLbv9k1JqBU7EtwGnr+12y7I829Tkg8d5tdAK1jvlDLCzCZrJjXim0YbQcK0QOqOtmhkdLrV2WBximcfO3ttGKVVFHVfVhH0OA2UfS4niXT6AbEe1L9o1haGc6LGUVA4x9e0uqVEeAhKWfh5X1ARJhkx0SiYlIYfTFUI+4tgq1dX0oNgRHlMBt1CqmKhmC2n2B+VpiGmVdu0N0zhJuWtmDCNbxjQRPnITBMncGEbf7/JIoIlzzdxfJaR2giMINFIkzbkJfU7M9OtBy7LKmgQ9CJ1OTdYCV1JHux1N8gqmCSulZnLqqXN517sWsHQprFrViCb0CZxo7kQZJa3o39mATp/dbD9vATai1Er0fxLBEf8aQYuRlXwN2VH1GThOnRT63O1M+658/Y2l3nh4orMqjJRp854tBSK+JhHiRKUIapnEuOwSiGrCdsTPxrEl3AJjGdGxnP9eZTlgp9u8Ui78euRpAFu7qQWnH7L0GZ7qUGi7KY2dtWU5GVLjcwC1QpIho3QtE4MMotMRdTi1wonxLlq3eNzriQAAIABJREFUDSURUyskAAZOKxMhzbVzQfmoKlxp1wGmx6AN+ncHsXvSlprlYfR8bUdPeG5DPImtOItjGJrtguK1ouxr/xYhzF4RtqJqxPY40072eYijo8olj3keNcpp9Dmcax9fRjE6n+CUgjp6epbxwANLqKtrY8aMWRx2WD86tbmiKs47iXp0WnUd0INWuI5xySXb+MY3hFzI9dhTTvTXToPuIJvY9IwxJVhKDprJdbrqGrMKpG6PBUbadMR4FKshNlt3mRHiis53JZY67JSY3njAHh9mF11RQzKRAkD6y3y59wquMCP3NfkbawDmPJTC8s/TVIVyHOwtOI6x6YIA+vdLh56h8eREtUaSpU5KBKtGGbsXUSJckrYjbTjck6G05UgbD/F2TsTJEdIRA9LWBEfUDYNCoszFarAyImD4ytlTHkbatRCUmiBxVYSMKyIqEx9LlofRoqUNxyEl51LEdiRl1oTUNmYizhOdWlkCYc4bXbbHlxay2wtZ6Dplz8ivvb+ZOCrZlkcNLTjjVgOaTIKH4rXS/8GuQB29vYvYtKmTlpZeli59i9pNZ5uJJiFJdFQ5ypVXjnD22T328qhlWf2lbkwpJVFzQRwdQS4rk8GOfjbZD/c8MYomx+M6p9nHJPeXPBerIzb7WOvuElWaywxiLGmUXqh5YuyGnV4vauuSeeOGtLA0M9h6LawunHllujhfy0UYpye63/ppikI5c5ikHless8AkgghcDqIDh+N2DmqKJEOWiFdEvy2ZJJo9B4M4A3LA9XAP1F4kWU6KSZgTVL9O2kwxSrGTYl3VgJFGapLmfDCVs0drJQrmo7JQzr061YmyEGSJfCSsnRwTDAEl6bUrY4CMg+AQ5nyQdkEZo36inFN2dLgJ73Y+ogIddRv6dr93qb0VjKKjyu7e8IvRJBF0jXAvdg94extCNFpx+gWLtgL2uppc62jzYjRJX4g+l1uYHIZIBJgHNLFmzSB///sIW7f286MfvcnGjVtLvQZcbbDAUeeOUGKteJE2TtIGrerjgn0/SfmQPIq1XpIa4ky5Q7Xvn/Fov1ZrMPpES4aBpOC7nRbbLKwtxjIhgj4cyHyr9Xt8VespCY806+lQh5wP4kgfQnOjcemEVHMkGTKeExGXEqKVZ9WsnsAyQUoaipsUW8YDY5nyWE8MYbPPpfQXrsaAJL9FCPm4p1mPBfbEZ5LmQuImabJJc83/Ph/FoZwJWxwoEu2cSnAT5Jw65J2FkY7dQHbGi/RYlfGo2KBtKumK0T+uE6tRiyqtHNyIo9OgY0JI8vRUTqPbDpnKzHPR5BD0b+3BGaPjOKriokjdj5PCrsf5pqY4mza10tbWiSbcc9DEeBOTTzRyBqtXL6OrK0539xbe8Y6NLF36SrEyAHvsNp0KoA0QC6edVsGItO3caCa7TRSMU4/wMWQ6gb6HTEI8LvNQGcQ4hibGU2IMNdpRijKvObaF0NegBEQGkLZtKmMHinqzDwdmKrov2DVFoRzn+XRMs3ZDHAbiEB8cj7ZQtUqSZVAVoizEURAiO4rprisSkisE14wOF9l1JjXITbKFIMv2hOxV6gSaDoGKqlmPJ4zUtlKUsyUC5itnT3K4iPJUiyhXnSCbsI3KBjTZ86pLlNrIFKWnj8r4FWecBfdsItVI/uiy1C4n7fXr0OTWHDtG0GQ5bZ+f2WhyK5k3O1zbbSN7TuhHpyV3UF+vuPjipSxf3sL7399IXV0bWtzLs1/wpEBfXwtbtuzGjBnDzJ79JprsvpqvXMejHZeFPkdJtDq4YLtlWTlzUQltnKLVGs8NzQwpUyh07We0PXBI8Xhe+2Eccpgv6yqFEzGeEmOmbQcIMc6naxJEjwsZGwCd4q9tKpWxw/yeybmQcS/tC3ZNTRhq1tIdYzJkN1UbMqYMokvdqq52XZMkGbLqk802M0KazV6QUusi3uFKG69SFyOTsRBkGZhkgN8Zg0AMjVFqoA65krCNMVMErJBAyoQZ8j52HnmIcimRz1qGZKWMC0F2wzay3T2XBRlxLPu9WXdZrF1NAscwHRftAKP20kvpGByV7xj6t7aR3SoqhU7/HTWIshjRcg7M7ba6vr+eFSsG+MIX3k5n5wzmzJnP7rsrFi5ci45gTXZEgCX267fQBsRqt8PVQ6BLFMGTwCwc50SO0NlEtHEyCFep3RfMKPG4kk5X1LSQk3gqEuNSHAKit5AgW9Qtjs4IAXucO5zD1ef4XN085oVixALrWJcYYkgBDDOsRhhRAKOMZj3HiasECQXgfk6SVClSmdcA8j5FSqVJZ30m7wUBAhZAkKDl9V6eQ4Q834cJez5HiFgAddRlPTfQYAE00mgBNNNsLWBBqJ12NrAh8SZvJi7gAjMIZAH4WjCTH3YUuQ4dPR1m6gQddhYt6PFzmHGIJtcsSYaMeq4Yfh04A4HUGYmXOM74GOJC+GTfQuqk3m0sqRAmQbaocruniUaZUQC3QJGfnl3jcBFlUb2erFEA9/GPK0E2YUSXm8ifvpwRx7IJqRBmudcKwYzmVL2m2Y4uS8/HfNHlKPq428gmRlE0qa1DR0PlO9twspCEpLTgpG93Y1lhBgbm8Npre2JZLeyxx2ra2qYCQRaEgKXo8/AW2uP+ily3duutNmP9jIK1UmoGTtr0qGVZPfZ35NprIZf0JbHbTVXqmrGvXZMUF8pGkrl3wrKRjFZN0ks835yWwE4V9IrOTzYYegpmWzi5T90aMFKmlrDXm2Es98oEAWA3dgs10xxYzOLwAAOpPvom4zxSMUSIqLnMDW1hS3KIofTLvFyIOAl5TrteF3tOo3n2lLVDax12LbI4eUP4UWQTIuLVzzi0hKp1kqzQBo60S2m1F0lO+kSRJjHEhAxIrYAYd6Ue17QiyG6MoZ7MjOJLH9lpc74mC1Q2QZZIrIjgTQZIerU4wiwqINJVKYxFHKtWBfeMVkGN5I8uj5Bbx5lEt2aS8wAu5WrjN2sF8eefT7PvvguABei5ZD2acE81BNF9ohWwBtjB+ee/xve/7673dgTMsslzGq0GniY/OU6gI807LZ5iRF9L0bWwyCbFE+W0ElXmevIfr3mssVosJ7LvP6nfL+V1iOy66kIOAckKc5fKmVkMcfIQZIB66lnBikgTTYGZzAxuYUsyTnxc5vwAAUsixeBEld3R5fHEPOaFkiStbrpTa1mb6KOvmufCFLX1JNLFnn37bGxQzv0l4pNTJru0QpDzEgMGqsmbiqXkTRjsfPxGHEO7AekHN/E9lCVlKIZjeLagjTnpUzlC/j9OUsiF9E07ggyZlCAhvYMlGPIifJIRiVFKuQWKJgsRm7Kwr+OEcsaXNI7ibK1HlYXcS3q1EOSauTdt0tqnlBrAqV2WeyWA3YLHvjdG0Aa6ZL2MQla0Tu43cy4wSQtKqaoJ7tmpuUPAkJ0GLLXLAjkO+T/EeRFC186aJK1RKTUsUTp7fBkFttltnvZA1zG3ARuZmgQZ9HlahybKixgeTjN//r44bbBAC2oNQMbp0mos68OZ00xyHMAR49opo80mmWZGUT6YDpv4REVgjfvF3a7IjRSOE390HDIyyiG4Xp+VAsmgK+RcE7FA+e1eY3wIrTUgmjFxdJq/KaZqPlsxYkSJxuYxLzSPecHFLFYb2RgvlLZcKGW5mWYLoJVWC6CddquTTgtgPvMtgKUsLemkvMVbAGxmswLYznYF0EefAhhgQAGYKeIAhdLEITdFXJ476Ai10x58ndfj9dRbffSJ08Uk7cr1CBivy4W5jTFBKVVO9FpUzFPTmVwrRwC13A4/0wkJ9PkZpcpt4moykqy0oSSGW6P9cdxZnJlUxyvNuhgUTnF9Eh1NtvCWa5ce0GZbqTH1Wp3qcKWMynOxAdvdziPh1zZPHJQTfRBRvFqNKntFj9NAcjLcm0XEscDJdhnximi56j6Ltc1JkV3PXNEImRFdbvI4DinBSeBcQxLRitmfdZtGltLL90aT48VMdpGu0tEILOGxx9KsW9fDww+v42c/60ULoA1DhmTNwnGSyH9pnnfJXIgCW8ZCkIsoHLsx7vXyXrD1NMw06nwQEh+rZNaFfR+IgGjQeARcr6sB04FmXgsmucnUVeMEBdxRRnmt0A6qrBrkkv9blSEMok9Tc1H5KkOy7sTJXFZfZMOZUuy50LLxhFxfGeJsvJ7SZFo57Z5acNrA+ciGKF1H0QHGqqWj1xRJtj0ozegJuwEn8iSkExyDSAiTW/l6IiHCFaCPWYrL4ziDnNQ4JpnEKtYTBdtwMUlzobRRgYi6SYp2rVwv0wYqu3+5kGaZ7CZyEDJV7M3ocbJW0qvLgSGOJeOnFyTTJW8KqCG4J8ZyKYJ7Qmoqdt4MpWsxjgUN6LF22N7vDPT/NYAW98qoXiongrwrelLdUKnjq3nEYh089dQK+vq6GBrawZNPPmL96EcicoZSqgPnXNajo8gm0jjzMOhzO0wJKKNWt2rXTzkwMpkkWlwojVoiprFyj9cgLPmIr1f7ykrBTKE1yaz0JA7jOAu9yO6Y6qqVUu1kBzxKJ8gAKsvmC9nHUTvGa/URxnHgJrHG30ngQbTHQrorjSlHppXTNaAZCbRdfHELV199FP39BzA6+jZSqfmk0zOBBpTqJxR6jebmeznppP/myivzli8AcMops7j99tOIRo8ind4Fy4oQCGyjru5Rdt31l7zwwpMFv9/e/k36+79R0o/Zc8/jWL36Ec9lq1btwUsvvY9o9DCSyZWk07OBNIFAN5HIU8ybdwtr1vy5wNaldCgKDFVLL6ZmSLJyPAMB9MURRBtyXgOxDJbSrgmcqGwtQCIgMRzFbfEAyuA+Kfog1zqMuuaI8Sjm9ZTJ3lRBrZVrZ8rCFVWWyHKA7IlunA4lKwpjRiYmTJyr0rBJiimq4wUhzCOF7oExCO7tdCTQvrfn4Bhb8lvAMdqb7GWiiG2hvcpvWZaVUjolexmwCE1+3qR25onxwaZNuzAy0sqcOa/Q0rLVgjcAlFKNwFwclWGz37TUe7Xi/NeZGuZ8uzLSqIspHMv2J7T1n31dm6nfhYi8EOO817QR/S0UAa5UVM4kBfkiuFmvjZ7kpd7Pku4eYyfqqu1rrc3e1o4xzbcqY+9JScx0CTCYLRXTWDUTFCobrhp489l9f8g9UyliPSnItNK/uQWn1FQ7e3ff/XBef/3/im9A9bBs2Wm88cb9nsuXLv0A69b9jOzyGhMWLS1XMjBwQd59VIIkNzZexcjIp4p+PxL5C1/72ilcdFG/x1IpyR1AR5NLct6Wi5qoSbYvDIkgN9sfe6UqC+I4KUApHJJUK1HlKE6tYAN6Yh2yH2lqSARossNV1wxkyIEQZvGOu+t2ZLl8x2wdkmAcFH6nG+xrPq6cCVDOr+nsqmZ0WSZfIVNmffSkSa0uFbZBK/W+kp0japkCuQ/alFIikpUTHbOzLxL2tsz7x6umVO65ZsCya6PHopxtpvmlsfvvogmYqHxLbdJMe33RhViodF/kxWiDoAUt1DX9xt0FC9ajo+hz0FoBHSg1iHYemER2Jnr8i9qfL8IZN0VgaY5Sqk8Eu8pIo5Za3RgTn0JdakvCjOgW+vjFgK+35xiv1OdKGPVZ9ZnkGvepMUSvQ+ia/XIzQypSV21Z1rBSaucU0C1SqEwmnowxtWDvVRPiVJbSwkntwDWu25KcLfb44nWflUumJYOt2P4mmkzLMYZxp1kHAhupq/srjY3P09S0kfb2raTTAfr65tPdfTyjo8dhWTN5882bOeSQ9/L44y9lfX+vvd7JunW/trc9SnPzz1m48F6amgbZvHl3tm07g1TqbQwOns2MGTvo7f1J0aM97LBDCy7/1KfWeX6eTM4HQKkdNDT8jvb2R5g5cz2hUJKNG/elp+eLpNO7EY+/lx/+8GZOP/1YFi1yn3MJOEr5alUw4ZFkw3MiRFlqeUs9sDDODSNkSGoeJ8ogEqNfJmLpZTpUzdx5H94wos1mxLlQzSVkR5slTXu61UFVFSo3smKSWMhV1yxnsMpXTyWTnWwvhe5NPmXIcTEUIMwmhNAUTSc1iJKMd8WUs81e6AWNXDsy2YATTQ4ar0XoSyJhonRtAb1s3DjIggVmmvXGQvua4mgFFqIdBTtYsmQj69cvNJbH0fOutOjpIJcgCySiWiyNuiq1uuWgjFp7GScSOOKg7uttZyFjmSfxlfeVMMANR3EpbbSqqjFQcTj1yWaEdSpCCKCQgbLqkKcTKkimS4XYDknXcwpIjjl7ymmL2IzmCnruXb06wIoVhfnMkiXHsn79jQDU1d1FLPb/Msv6+qCz81FSqZVAit13/yivvfZw1vfvuSfMccf9L4nEEUCMj33sQG6/fVPOfsxIsmV1jOV30tj4U5qbn+DnP7+ZD384NyPk2msbOOOM35BMvhOAuXO/QFfXLR5bakL/F8NoleuKc74JJclGirVEkCVVrlyYBFlSOs00zvHwvomnyoxwJ3FaJkjfz5jlF+JPOGwjwiTNxdpPgZOpYIqC+ZPWTkJlp1sp5+O8oiH5zrn7/8tHsqXn8fSLKrpgp10KYfYypIXUSoS56PXu6nMbobAH3+xzW1Z9p70f2VcrmjBr4vae98Q57bQl7LdfBytXBtApxrVt/FcfTsr5unVbWbpU7rthsr3yQpAlS2cHjsKxjkJ4n0szjbrsWt1KoIRrT9J1xWjOMm53Ytc50SZ2MvpbDuzfbZLiYvdcVdTqxwUqQ5CnMlE2r09dpmf589XOYhzJtATqzLHFHAu8yzX0PCZZOQNl7zUYfIJ0ejeU6iGd3jXz+dvf/jaeeeYBAOrrb2Vk5HTP7x911DLuu+9pAJqb/4vBwe/mrFMJklwK3vWuFTz66GMARCJ/ZHT0RI+1ZJwfBKJWFcaBCUu3NkS6zAjyWKOsYmhJBDeNY3jLpGjW7lSK2JgCHELKxRMNjoc2htHaRPmCXRMO21suKYAyeEr0X0iz+/6QAdTdgiqJnaKN9iJOCmPc/s2QTUzJ81m5z+WuC2CxcKFi/nxFY6Ni9my9PBy2CIct6usVrXYpTUsL1Nfr+7hBt/ggGEwTCmlDIhLRz+3tFi0taUZGLBobUzz4YNo6/3zfsWHDSKMeMHq/moRZ4UzallIqhibMedMwbTIgirfuaJ47xTWr1lgpVXL00d6PGCNRez/NQCMf/vBy6urq6O2dRTS6mqamSXFPVhldwG5AJ0uWJLGsZy2D7NoOk5k4UWNRL5Y0arlWTExoGnUechj0eJY52kz9L4UcuqO/nhHgCfjd5lxVzBElzo6q9z0fF1hYqEzGgzxPpdRrCfL4BLnCsO/Tovd9Bci0jEv5tp8TfWbVqjQ33hhk0SLhK+UjEBginQbLqsv6fMOG/TOvOzruy/v9P/95DcHgWtLpXRge/hCQS5LHC488sppAoAfLmkkqtUuetVI4wRQR9KsoJrImWVomSQ1yJdKQ5YKTEyY3hFzQZhqgW+yi0CTnjm6506+kntVsjWDeiGI0NtjLUDrFc3J5cKcw7MFTjMAoZBlgZsTZPSjKBJ3p7Wr3lTXJc5KdiDqX0b4hn7JkZlOu59rDxo36Iaivh7a2AHV1iro6RSSij12eTcTjFvG4PsejoxYDA2liMYtYLGs19f3vy0vzvvd69vrMLYrjKZQzGTMMbLXaOA5hFvIqY50yPrMMQlvQ8LadRlJy4lbOdoslyX3WYt9HQsCK1kba++lXjz02SkNDkFishfb2KE1NhdU+pw+SaPXqdnQLrE5gK2QRZHGUBNCRjGbXNiR6lwC2jTfhMlL7RfOjntzosMAt0JjvWGW+zkmdrAVBR5cGQKmtEDO9pZnAGvCqIT9RlvZ9kxUSIc8IvPoEefxRBpmWMcccf7zGIjdyl3d1hfjmNxt5xzsinHLKNpqavL+ZD0ceuSvJ5D4AhEKvZy1LJGZkXjc3F25/GAhsI53ehXR6MR/96ELuuGPiypQsSzhbPqeB/EfFzveYMSEkWTm1TI36LUOFv1E2TMIjZFlOskkgTMGgUmG2QjCj0sXqoEVsTIhyk9I59JN5QJ/SsA0kMdKBkj34ZsqfvFe20Z8iNypRrJ3C9EUsBrFYtYwEUdmu/IZ1kL6o2my+1xNt1BqEud8W+5EIs0mYM9e4QWiFNOf9z+z0ziSOM8psuyOToihyR9HzhOWKMuc3YA49dBZO273cmqrpjV50OnUrWshrq33+F+M4rt01yOBEXhtxsqCq4rkX2AZoCCcLS54LzdkZDQmys7VkfjYfO1U/WC24hCdLbXMov7tiYls1j1yiLG2sJlKPZqwwhaXkuvUJco3DyEjMyQw1otGFMlsczJgRJBRSDAzUsXo1HHhg8QO49toGbr11Hs8883527Pg35BqaNevqrPWCwWjmdSyWT9lafpSz/IUX9qCQlkckcgfJ5D5YVlumFVVT032cfvov+cEPvBSpS8fBB++DqHCHQv8osKa0sJsaJNmuQzYNoijVHdBkQnRHgd3GscLbaLaMh4m061EKRtB/ZBPaS9+IbSj6qG24BjzxMkqqh9vLL6napRBc2ZZEnaXuuRJGjunE2dnnan8XsiPdXqnZpX5WiW1UgjzL/1/24G2Q7HyEetxItmVZkp5qEuZ6sn9XAD2eNdrHLwZ7jCJZFAYhN9tWSW/keqDf3paQ8lallCjwZqX52vPLLHS7Gcgle9Mdo+iI/gxgwK6Bm4+RCYM+753o+SqKzvKKoNc1r7edLhmys3VCxsN0yJRCEE1xxRGyo8IZMlwLEWEvjLGFoZx7XxvDslPJVYYcmyV3kyVTT+wKOWaJIE/P/3SKwIhGy1yVBVe7uBB77dXMwoUB9tknyoEH5h9b5807kS1bfpp3eUvLFbzyym1Zn3V0vEZPj37d23sY8HvP7552Wiep1O6Z9wMDCz3XE2iRLw3L6iSR6KSv7zAuueTL3HLLGbz11t0Fv18IL7zw1czr2bN/W2BNCTQpBarSgceJiCRLX8s6nB7C4wGJJptheyHL+Qiy+V23CNBYEcXpg4aCeDWKzX2UBkP8J1/NiVtxOR+k7ksGNzF+JM1fjEAv50xOyjYOaR4lOzLiJkmez9PWaKowXHXb8nBH/vO9Nj8bC8b8XSNrIZ+QUHostfMuwlwobdrdBsoU58q7X2lbpZTaRnabKYWR0YFzPzUZ24/x5pvNLFsWwiaB+GJdXuhFK13XAbPJdvJK3+xRnHluIYYOg71ON/q/KSpCaeg9eD3EWS6PYtd7Aid1fwSnnCVZq0RYYJyHsOtRbG5xd1mYLORv/GCRQGW1EZSMr1qOKsv1oHCOUxNlnyBPeRiaGgnIDAJJ9JxW/jUbDL7Ivvv+G88882zOsq9//XFOP70Py2onGv0Xjjrq5/z5z2ty1vuf/zkX0/mdSrnLbWRfL9PU9AdmzHiGzs4uEokwW7fuRk/PJ0gkjsSy2li37gaWL/8kb76ZvwY6HxYvPo7R0ePtfT3HCy94k3oNIcnYzxWd88dV3Vo5LTuacWqepiOkCXYUuwbQT7uuLPKQXy8iXOl0W7czxf3sTsGR4zDXK4SsOmd0FMEnAjUOj7rycl9XCwUVedFkuuiEbdRNCmEuFAEs2ofV3l472Y4jiRaapQzZuOqq3Vixop2DDppJU9Ob+J0E8mF3dIR4Mzff/AInnijn0xybwuj/wHSmD+Poh1jAFvP/sx0nQv7ktRhdZkcBL2FEgenQlnKXKDA8WUSnXG0HzfNRjrN1atYTVxMq093EK/Orls6jzP1mxDuJ5Tv1piuUDp6J5kf+VOXvfKeNBx/UfYaHh+vZtm0Xtm//CKOjHyQQWMvixd9i7dp7cr43c+YX6e29SO9MbWHu3PP553++lw98YIjzz9+d5547i1jsn9HjjhYda2u7mL6+y3L2f9FF+Y9v9uzP0N19hb2fLm6+eX9OOCEnkp4Xhx++Ow8/fB/6fIywatV7eOihQunWpsL1UKW1nsaNJNtpcK04tchRJk86TDXQhB7AB4BRyxa18VEYJZBfdyuhnYV4+7yayuekuo7FoPGIMMjrUsmRWYOfIdG1HlnxUToMkl1K1Nq8PypxHxRT+NUttbLJkllW41a0dm87rwCYUqoZqUvSSKIjoWlj21po6ogj6jn11D2ZM2c+8+en2HPPlzPfOuecFdx776Fs2rQfQ0O7kEh0oFSSurrtdHY+z7HH3snVVz9f0tm45pp5XHHFx9i06SBGRhaSTjcQDEZpbFzHkiV/48IL7+D448tP8/7Up97JLbdcmXm/997X8eKL1xb8zt//3sQXvvBR1qxZRTS6lFSqgXB4Bx0dL3HEEXdy881/y/PN2eho+z+ADZardlspJSnvJrmL4tR+Sj3yMN6ZMiZJzNdiz2yPIuPWCHYKPdoBWPNjmH2texHiUpAkmxBPZ5uoclBZNYpy7YnzZaKuKSHu0glFiLsfPfaB0iVCotdUvpDx/Pkn0NV1NWAxd+6ZdHXdlLW8rw/mz/9PRkZOyruNQGAdzc23MjDwNQBmzvwW27f/rOxjaWz8MSMjuk/zvHmnsXnzbUW+ofEv/zKXW265h3R6MWCxYMHn2bjxjiLfkrKsAWDYqnDnoPEkyU1og6YFPThMd1Ko0OdCDIMBa5qnBhr1aUEmhvzmEOGJ9OIbwjVh13Op58Bdn5dRbvWjE9MDRt1TPodSroDI2GHeU+77Su5tSaEutA1TlTdh10F3GMdpATssyzIF9SLcfPMSWluXM3v2rixZspZZs7oB6Oi4hr6+txU9+oUL7+bxxy9mwYL8ROWooz7A/fd/i3TaO5INEAoN8MlPnst///cTRfcpePHFeg466BZGR+dlPitGks88c2+uueaHJBKdeddZuPBuXn75Qlpb3cQghI4mbwQ2W/AKZJwxbdjlQDYstLim/IdeDjx3GnHI+K5oLbjVo90952ueILoi5aWmiAvMVoGSBVTzToBJi+x+yiZBhdzSu2rCzFpTBIHLAAAgAElEQVRzE3U/euwDyJBkEawcW7ef+vrrGR39CBDlq1/dm8su68tZZ9GiD7FlyxkkkwcijiSlBmhs/F++/OWLueqqz7Bjx/kAzJ37Bbq6bin7OA44YH+effZ+ABobf000+uWi3znnnHauvPJuUqkVAHR2fo3u7utK2Jtk5vZTBZI8LjXJyhE3krqm6U6QQQ+Wo+hzErOfp7yIl0syP+R6XQkCXIz8Tkhfy7HAUE7MpKoYAmL5UhpNyLnOMehdffrcBNo33KYIjLqngjDuy0LZGcXIgKxTbF4x1SjNOkIhSWbfZKnZiqHLdNLocWKGUmrQsqxB+3fG7cFjFE3onHSwWEyTyEikm0WL/sLKlc+x665bSCaDPP74Pjz//InE47PZuPEYDj44yKZN3/M86jPO2Jf77vsekia5aNEfOPDAh1m6tJs33pjL448fS3f3u0kmW7nppst4xzs+yZe+tLnIudD46Ef/ldHReYTDvVntOvLhkksWc/XV/2nXjKVZsuR3vPvd9zN/fj+rV8/n0Uc/Rm/vQWzceAxve9swa9Zc6tqCRDAb0Z0WFPoamItjqAWxe2ijHboCr8ip1FUm0f+VEEK59iaV2JRNht2PUuqHwYkSuglxzf7eKQlH1EvGMTn/5thWrvhqqXC3CjVJuUOU/eixj1yM/ZqYOfNuNm/+CNDEzTf/E5dddnvOOhs23AncybXXNvDb386mvj7FxRdvZsUKfQ9cfvnyzLoLFqwe03GccsprfOlL+nUyOa/wysAllzTzn//5mwxBbmu7uESCXHWMl3CXGOlhKszyJzlMxVZLaS9IWTeITZrq0em1NVGvZURA3SR4Z2qA80WpJh353Rm4FBMz9ZZGFN4kzoWMurx95QzRpxwS7dc/T00YDpm8MBw0hYh0Kfe41OIJAZaWNy32s1erNLkO2+3vJ4B6O8rcY98XzWiCl6283Ny8jve+9ypuuukBj4jqS9x99918/OPXMTKymM2bj+a00+7g5z9/Lueob7vtM4jRe+ihl/Hoo78xlq4GHmD33f+N118/kXS6jiuuOJEvfemynO248fWv78kbb/wzSsU59NCreeihc4t+59JLv5wRVTnyyIv4y1/+YCx9jUTiAZYv/y4bNnyQtWs/xle+cheXX+42eIbR50vxyiuNwFKyo/yihC29iM0IsRDlUXT6uxkFNss/JCOg5sYND2XtscxTcg2bZLjmI+LTCpY91qhMNBn0eCLvTTvYrQ1Sij1hCjqaArAyV5uOopTf1slHEYw9WNTYuD3zenh4UcF1Tz11hFNPXZfzeTwuWVcxLr/85ZzlpSASKd0Ov+GGer7znVtIJg8AoLn5xzl10BOI8SLJkmKn8JBCn+aQIvkYmizHCq/uwPZ2z8DuBa2U2jJeJLEKRNgkZDKxTBvyu7OwI4bu3qBeze7N/ylfZFA84DniS0op8YLni0L7/9MUheGgKQiXbkAhUi1IoR0+4vQxa1nd9cwWOvoZRo8Rc4C56uKL1/D1r4cJhxtwZyp1d3+l4AEfc0w/xx57JbfffjkAf/nLe4FcktzXtw8AoVC/iyA7+OUvr+Nd7zoRgG3b9im4X4CBgQBXX/1tIMjee/+C5cs38tBDhb9z113tbN9+KABtbc+7CLJGOAw33ngFRxzxXtLpBm666SQuv/xbrrVG0Cl+itHRVpwexBJFDpH93wyjs52a0P9NAkdNdARHgbmmoqZ5osKltugzISniJiGuOfLvIw8so92iyhL1gtzOBWPpuSo2i9ky1NFz8KPGPopj566RoaH5mddmb+RScfTRu5BK6Xmrvv4uVq0am8PvZz/bwziOLXnXe/jhEKeeegOJxGEANDZez+DgeWXuTcoYqoKqk2Tl9P2ro3L9X6cSJJosRl9JJFkp1YgYOBoV9U4aUSMvcjWW68aLXMlrn1xVCUWa3Ysx4G50X6gxu9nOJXehTuP2/J/9NO7pASPFu+AEm8eBIymQIgoFemxswokUu8sHWvj73yPcfnsn++wzi7333lD2QX/ve09zu52ZNjCwwHOddFo7jRoa8qdQH3ZYlFCoj2SyPbN+IRx55KcYGtqDhob13HXXDXz/+8WJ9U037YmM+0uX5hPmglWrhmhvf4ne3oPo7j6UV16pY+VK00k9Qm9vmGeemcNzzwWAHnQ036tdYhjdTzmIQ5alh/L2CdZukDHJrLMfq9PWzNTJevhz1BSCZV/fKkcE0T1HldIa1OszHZH2o8Y+SodkMYxdI6S39/jM61mzXin7+w8//O3M6113HXu68+rVn828bm9/NM86Ad73vuuIx48CoL7+FjZt+qrnuoVhkuSK32/jEUmuw4kg+LXIuZBJuQ5IKAgX6ptcoDXKjnIncRcR9iLD5cIkwlkkyfe41x7cffpMGNeG1/VRyPCU7+SIMxVK48bPFph2yOfAsZ03dWhiLPWxKXSt8QiOAJiIJg1x4IEBwuEwfX319PXFaG8v72C2bnWuV32d5qKxcR1DQ3syMjLfczlotelkUu+8pSU3lc3ENdfM49lnTwPghBN+yOLFpZXL9PS0ZV63t/cUXLe+vheAdLqeK69c4Uojj7FmTT3xeDMdHVFgHfocgz6/cr832q+HyDZChAxU1ZPv4cxzP8ZiVIoTR0TFpCOAP09NJ1guh5DKkGLzAd7znZXz8KPF0x5KKREpjuPRsaEA8rcAnTfvRK688jcFWynNnPkF4vH3AVql+o47HstafsklzYTDFmef7R1hnjHj34jFPg5AQ8PNvPji33PWOfTQlbS0jHDPPWvzHsfs2SdnFLSV2sq5596Vs05fH7z97T/O9EKuq7uTZ575YtnztoaUb0EV5qGqkmTlTGx1OKkoPnIxijYIzYh7Dlzp1YIoMFCIYBgtKtypdGMlwl7RYN/AmEJw1T7nDMwFooCF0hjzpnHb28zXbsutOO5756cg7Guqg2wHS4ps56q0jJJ2ZwBBVqzYnc5OmDcvRnt7ySUrGfzXf+2feT1jxlue6xxwwB08/PC3SSbbePe7P8pf/5rbmuKkkz6Xef2+9xVuXXHuud8gna5n/vw/8ctfPlXysTY1Ob2fo9HmguvG487y1auX4U4j7+wcZHAwzMyZQbJTppM40fsojvBmyH4vx1CHdmSMSXTSaG3mHk/Mx1hr9NxOWzMq7I8hPnJheUaHffgoCUZ3ALCFim27JobT5jDf2CORZMgmfrBt2zf51Kcu4nOfu5PW1sfp7FxLU1OUoaFmtm1byY4dnyCZPMReO87y5f+WEeIS/O//7sqzz/4f5577O2bMeJDZs98ilQqybdvu9PScmEl5Dgaf4+tf/6bnEa5d+za2bPkxkchfaWn5MzNmvEJ7ey/JZIgtW3anp+cTJBJH2munWLLky3zxi7nB0UWLLmJk5F/s/b3CPvv8iFNP3SNnPROPPJJPRExaqsEkjCTX4fRLHMlaolRvSVsIhx8lHj8u5/Mjj9ydl15axdDQASQSK0mnO0mnZwIpAoFuIpFnmDfvdp599o+0teVuV7D33oeyefPBDA+/nWRyOen0TCyrHaVGCAQ2Ul//OCtX/jdPPFFaD02As8+ewQ03fJqBgQ+QSu1ib6+XYHATDQ2PsWzZXTz33JPGN6RfXh2QVhCwXH+2R3q1BfRZllVIvKncfrsCkyBlGRm+ceEDqpLGDSWqI+t5KG/f6qxnPzo9qdCATukNoOeLKE6Ub9R+eNa7KqduNkaBTBxPDA8r7r//5Mz7D33oPs/1fv/737PXXm9j48ZjeOSRr7FkyZ4cdNDDLF3aw+uvz+Hxx49h27bDAVi58pfccMOTntsBeP/7j6an550Eg4NcddWVedfzwqGHruW3v9Wv1607ALjJc71Nm0L09e2Ved/TMydnnaVLoyxdagF9WNYgulyiEe2MlXlDjLwedDTZ7E8NkLIF1GRuMu9jdw/vIKXXfRa6d2WZu7zD/dpze0op5Y8NPnz4qCQsy7KUUiNkZ3oG0GNqI4BSKo6ey2KuKLMZSMwmyXrjHQwPn8zw8MlsyVPmGwhsYtmyL/GPf3gLW1hWGyMjJ7Fp00ls2pS7PBL5I2ef/QXOP3+gwM8Mkki8h97e99Cbh8Yp1cvixWeydu2fPJcPD38o8zqVWslTTxUR4gC0A90LIuRplSt8XAqqTZJFgAUqrWr9+ONfZWTkE57L0uklxGJLWLv2I8ya9ShnnXUSl122w3Pd1at/Tjqdmz5nWWFSqZVEoyt58snP0tJyLatXf4uFCwv/CUuWHM+GDT/CsrLbeFjWXJLJuQwOvp1XX10OfNr1TalNHsFRDc3XtzKBrgULKKVacUhxOZFhSTfzigj7RNjHmFFmGrdXT+xSIkfynYJ1n0Z0uiCh9q/5moCkvor4jUQth0pIWZMxsPxslsMP/xSDg5pMzpnzAJdc8qrneq2taTZs+D7HHfdXHnzwM6xffzzr1x+ftU5Hx1N88IO/KkiQ77uvlfvv130j3/nOqzj+eO+5KR/OOWcD3/veOkZGltDdfRhf+MJ+XH11rhP3gx/8l0zqN8DoaGPOOk6pD9x1Vz3aSSHryX0YQ/8P7Wjy7Ca98lkle25Ddk/ZJNn3rdlrVhzxxWvADdjONjNdNu16P6bPfPLtw8f0hWVZO5RSA2gnojgUTZtGhIxbDCHUESxLMqCkRaKj6XH44R/l+effRzR6CMnkLqTTs22OMUIgsJ1w+EU6Ou7hggt+y6mnZgckBSec8Abr13+NwcHD7cDiLCBIILCNSORxFi68lddff6DgjzvuuHu5884vMTBwMPH4vljWLNJpPf4rtYNw+CVaWv7C2WffxLnnjq3Xc/kI4MwPFYeq1niu9EXRjp5wdd1Y1gp2JLmp6XoOOOAXeTfU0RHld79bn/N5Y+NPSSR2o6Hh7zQ3v0JT0zY6OrYzMNBOb+9u9PZ+hlRqJQCh0BOsXfsBT4IbCj1BMLiOxsYnaWpaQ2vrFpqbB+ntncP27QcwMPAZLGs2AK2tV9Lff0HeY12w4AQ2b/4pEECpLtrafsncuU/Q3t7L4GAr27atpL//GAKBfkZGPuv6dhCd2jYIjFgwbKdXz0J7pYQQjOKOyheG2aLCjwj7qHl4tBoq9FxJFIpKm4ZwGt8YrgqUUi3ocdDtKImhybKns1XBQcA89HyzpuQdnnrq/vziFz/FsoKEw73cdtuJBUnrv//7Uq688kts334olpXrlFRqlLlzH+KSS37Mpz/d7bmNxYu/w4YNx9Ha+hJdXZ+nsdG5jk455QCuv/5qAPbe+zpefPFaz20cd9yR3HXXfwBaxfTgg6/iK1+5n3e/u5//+Z/5XH31x3jjjU+iVBLLCtv7vZN16y7O2k4yOZtNm2azZs06fvCDbdx7byfZJFgi+pW+1k3nlZkWbZLgyXx/lUOyzbKSNDoDxp+fffiYArDtmQi6fKUFR6g3uzStsXE90ahk8ijGWMIyzRBCn9cBIGaVx41K3kG1EDKe80eRQ6FuHn64/IbVjzxyFgcckM9z8BCvvXY9++33S0ZHjyOZPJhVq45mzZrc0P8TT7yzwHbu5ZxzruGKK/5COr2UgYEvcc45P/GMSh955O5s3nwlECASeYDLLjuJM890X+SPAddx331eHm85hhAQUko1ALuS/R/1k1/92hQiyTz7k62PyYZSWw1BVmp3seeKRaeNfXsZvukyP5vWKeFGTaqI5MTQ80Wz/RAiWg90KKWSaONB5hT9vfvvb2X27GaWLLFoLlymm8GFF+7Cr351CZYVRKlRPvOZbxUkyKef/jZ+8YsfkUo1U1fXxapVP+Nf//UJDjusn3vumck117ybJ574V7q63scpp+zP2rVn8t3vZgucnHLKAWzYcByQ4otf/EEWQS4Hv//9/ey778958cXTSKWa+NvfvsYnPvG1rHVCoQH22+/XPP30mQBEIrlGV1dXiPXrm9iypY4ZM6T3eiMOaQ2iDbthe5nMU15tbsxH0vXeTQQL3Y/5lo3lO+5lblGmgMdnlYC5/fK/rMeWQucv67PpPIb48FFLsLU1JLPF3V9esqXqcYubDg+DM3bW46MUSDeMkm3GcjEeJFlRjTB4fmKrscceaVas+AnPPafrmbdvfyeQS5KLbeeyy3Zw/fU3sGPH94AQ//d/B3HZZffmrPfIIz8E6lCqiwsu+IwHQXbwT/+UL3VQ0iyC1Nc3EIu5/59W9M0zjI44j+KrcvqYxjBSuwuiStFp06geiwieHBvsJNEmm7QwHkazfU5NouH1XGhZMVKSwPEUm+d3BnpCjAIx6uthy5Y6Uqk60mnYp3gXJa66aj4XXfQTkslWIMWHP/wdl/JzNtavD/OrX11IKtVMONzDjTd+jo9/3CnIOumkbZx00m+48MJnOO+8XxOPz+LSS8/ju9/9TNY2br5Z9yredddb+fd/f734gRbACy/8gs9+9nnuvPMkduzYH8vSRlcgMMq8effzgx/8lJtv3i+zfkNDbvpbW1uCQMCylytgPfpcSy9q85pLo4nyAHrumZKRT9vx5qVy7PV5qZ+VS77NspRSjtkzIu3xmV9a4sNHBeDSADIJcbF7PYDODjUDWzssy+pRjoNSxhH/Xi0Ms8SqKhyomiTZ7KdbFYZfFG1tTop3Oj12z0wo5BgXyaS7Ryf80z/tRiKhBVva26/lG98Yay5+Ejln553Xx7e+VY++mdx1w+C01hoFYkop35vsw0ceVCA6XYjklUL4iu6WnSDaORtTWYdiFXgtvw1yjXuvz9zrem270P7cUb1Cz/I6hUOWTefrLCBJLLZRH1EAOjqK/8c339zJV7/6X8TjswCL9773Iu644+GC3/nyl99JPK7LblauvDWLIJv47nfXct11f2L9+uMZHFzBd76zGxddpMnw6acfwcjIYpRKsmDBGo455qic769fv0vmdXf3ssw6H/zgy5xxRm5/Zq2K/RTr14f54x87SaUUxx+/jQUL9Hm49NJFmXWXLs1NQ29tTXPIIf3ss08vxxzTZV1/fSaSbpf7NOGk/wnkfxiyLGti5vYqohok0nAoeRFqL1Gzcp12ihLtOXtsKEikcXrb+zaFj2kNgwybD+kSUwrE9kjgEOpeHOdjn+XUI5uCg4WzcH2A/g9iQNotdlwpVDuSHMK74fr44LnnPpp53dj4jzFtY+NGRV/fRzLvly7N9f4//bQj3rLvvk60+oc/bOGBB2ax2279/OQnhftZaiSRFIxvflNZ3/zmOntyNdVEzRtTznETYCmlRilQt+fDh4/iKDU67YbLEC6FVBf6bGcg23ErCbsN8EqllpYLrwh4vgf28wjQhx4fW43P9XaOPbaXxsYwoVBhZ+jdd7fx+c//F7HYAgDe+c7LuO++u4se8VtvLc28XrnSW9hLsHjxqxlBr2efXQLoOSMe12n8lhXioYfOLbrPrVuP5I9/1O00Rkcv8CTJzj4TnH56V87nW7asyLz+yEde9vhmgGDQorXVbD9iH6aVBPqVUoPoOUbaFII9JymlEkCvn8lUGDbZHJMdZBvpxYi0+SgFJa1rCx+aauFZ6uE+ifYxFeDqyGE+ys0uk24MmbJHy7KStm3QjibIkknqNXYmjWURfJJcCBK1N9tBVhxVIckq2/ArbGwODR1PKPRhUqnF6PZN26ire4KlS2/ilVceKXvnZ589gwceWM7rr/8/hod1Hy6lejjjjNtK3sZrrwW48MI5/O1v+7Bhw5kkEocCEIk8yIMP5hpIw8MH2q8SXHPNP9h99yNZu/brJJMHA3DPPXDVVRtpbr6Vb3/7PwtEmk359wBkJteY/ei3vfumap5A2Z/XK6W6/MnLh4/xhcsQ3inS4KrVNZ/Fg232O3f3qPaK1rpfp4ssz0egdzYtfGfQhB7jxHAQD303ra0dOBFnbzz6aBMnnPBjhod1tHb//f+Lxx67vaQ9BwLO/5lIFI4gJJPOMQSDE0cen3qqke3bde/M1tYX+exnt3msFcQxMDwNDdtpNKiUGkJHlVvtZ1FttYDtlT14H4JynHbGuFGMSMtnpaSGRvIt9Em0j8kC+94w50rzUa52gJcGkHd7Qm2zzyB7booCA+71LUgpvb1RHE0O3wHpjQhO+9yqOROqFUk2U/IKD+6p1J5Z79PpZkZGlrF69Sepr/8D3/nOF/nOdwr17IJI5PeZRthuKNXD3nv/vyJ9v2Td/L2bQ6Hn+eQnz/BclkzuaX+/n8MO+1d6ei7KWSedXsjAwFc499zjePrpj3HrrRs9tiQ3TF4vr+3dHwKGbO+XGWUWKXQfPnxMEthCH/lqpM3XXvDqB1sMUr8oaZZuIluo5rkUUp0vbdrcv9czaG+7tMKTvseNaPGoKI7ip4XTHiqtHO+995z2yit1HHvsFQwN6bF65cpf8swz/+25rhfmz9/M00/r1y++uD/waN51167dP/N6xQon+vuXv/wB+EPB/ZSqbl0KTjrpZNJp7Ug95JB8TuIwzpzhrRyenc1kEmMpEah2K0kfJcI2ukseEwxS7c46cbfny4diJNokz+4e1j6J9lFRGNojbudxuS1SBWapo1y7iVIzZ2wB3nac+c9Cp1cXUmGO28ebRt9bFVdsngKQFPgokLImWySZ7Hq2fAc/TH39H2lre5jZs1+nqWmI3t5Otmw5jMHBz2JZMxgdPZYLLmjniCM+wmGHlX8Smpuv4fOfv5QrrshPfotjmNmzv8svfvE/fPCD3t4Ky2q3n1vp6bkQpQbo7LyQj3/8dxxzzAAXXLCC55//FvH4+0ilduO3v/0Vr732PvbYw+1AKEqSs3driZDKCGSMbb822YePGoFHX2iv3tCVgllTWKgn9M6MD1UbW2yPu0hTh9E1x41o8ivZNGls4UKXoSIefTnfzrJNm0KsWnUJ/f1axGr58lt4+eWflXVw55zzJH/4Q4x0up433vgo5533R77//Tdz1vvUp97J1q3vASAS2cZ5542tzKcYtm4N8vTTzRxzTL/n8qOPPprVq08CoL39Ge666x7P9YaGImzebBGNNnDMMUG1ZUsYfe6COKQ4Qm7E0fw/yuvz7KNmUAqpdo1h+Xrc50PB5S4S7Y5I+yTahydsW9crNXosnMa8/rIIceb6Uy7NEYXCKjwX2u0MW4yPRKCrGJdJoOfZUbQmkU+Sc1GHE80freaOqtInWTk9wVrRPyD3R5x/fmve6O7pp8/i+utvI5ncF4DOzm/S3f3zvDs8/vjF7NjRhGUp+vpa6eranx07Pkc6vQt1dX/m5JPP4pprvHtWmli1StdvpVIBtm+fzZYt77YJe4jm5hv405/O8yTrSnXjTARp9trrQ7z00mNZ62zcqFi+/BbicS3EsmjRKaxf/1uPo5BzNmLplk8+fPioYeRJ4zINyZ2Fm+x6EuDJblDa53EmOjWtmVyDZxQteKJ7yVtWZl5RsAuwCFgGrMU0LObO/QFbtx4BQEfHU5x55uUZRWcvNDUlOOecDTmf77ff53jhhdMBCASG2WOPWznkkCeYO3eAdetm8re/reKttz6c6Z981FHnce+9uR0VCqHUSPLdd7dx3HG/Z+7cB1mx4nH23nsdgUCaV19dyFNPvY/u7lUA1NVt5uqrT8+Tag1PP/12tm8fYuvWrZx88j/Q51/aaggJFvIir0ewBSMty8rXqcHHNIEHiQ65Xu+MI9BNXvzWltMENhHOR4bL1dMwx7EsMuwiwub1W0qdv5lt5WzfwlJKzTOOcxjoL3WOVpoc11GIQ01vyHmJAQNWNZ33VSLJdegIQBt6Qi0/X/xDH1rC73//BBAmEFhDKnVg0e+YuP32Oj796V8xOno0gcBGTjjh/dx0U37hk3z45CcXcNttd5FOLyESeYAXXvhETgRYqQ1opwDU1f2RWOxfPLf1nvfsyUMPPWavdxex2Ekea7Wiz9eIpYVqfPjwMcEwFC7z1QGPBaUQ32lVj6SUakN73+vQhkI9TrsnNyFT9rIBLKsOWAqsALaiybRs9O9lHURdXRex2IdzPk8kYOXKL/PGG5+kkJGmVJIDDriKp576n7L2C+WR5GOPzW1FaKKt7XkuvfR7nHrqljxrhHnttf147bVu1q3bwllngT7nAgt9zkfRRl7UfgbvFFqJvkyra9ZHYXhk07gJ9VjGzzRO9kiGQPvkeXLBpRztJsTlEmHRqHCnR+d3qqis9k2mQ1uuT7PG3w13iZIZQEt9ha80PMETodd5fcdWa+uwx/fzQun9taLH4xDaMexDI4I+L/3AqFXlSHvt1hLdeec66uoeIB5/H+n0Mk4+eS6//nW+yT4XH//4KI8++kWuvPIF0umF/Pa35wOnlX0ct9yyiaef/hpvvHEr8fgRHH74/2PLll9nraPUEJalSXJr6/15t/Xgg68SDG4mnZ5PIrF/nrUmdTTIh4/JClcKV9D1PBYl6Kx2KmRP2j6R8Ib0j5R+vAPo/6ANRzBKDBvnP/n0p9dy442gPcsNVAPhMLz++pV8/et/4rbbjmfbtv0YHZ1LKlVPMDhCY+MG5s59ltNOu8MzEl1JHHLIEIcffjGvv34gO3bsSTw+k3Q6QiTSS3v7Kxx00J+54477CYcLbaWBPfYYZsaMLpqbu9COCYkki8E4hL5mA2jnRROGUI39yDJAjZ695mPKZT74KA1G+z3P1MgCJLqQurCpx2Juyy2o5JPnCYDxn3ppa5jvx0KE86VGlzanqkwdfR25dfhup40pQinv5ZjFLnDrbSSB5OVcnkIHvCL2GqNYpWkFWCA6G3Kspir2dEcdTuC16urftRtJBmht/T6Dg2cC8Pa3v5ennnq27G3U1f2GePwIYJhHHlk6ptrm114LsOeeG4AGIpEHGB39WNbycPg+kskDANhllxNZsyZ/il04fA/J5EHAKJY1z2ONFvTN4EeSffioIAqIephe43LhGU3DTwksG7aTogVNhoVQhck2WgLoVOzWrC83N7/E4OCuwDx7WW6rPh9uzME5V2O1k8UAACAASURBVK+h1ADQiZ63xREhAmmQHfkzjUlpexKnvHYc06KMwMfOwYg2SsRPXpcTgfbJc4VgtEvyIr/l9vfOh3yp0WN3LitCOBoLkE2UITclu5xrQ0quTHsCnNriOA6BHsUqzomU3lYzmkuF0A7j6Q4RKR4E4pZ24lYV1YokV2pS2/ntBIPSn7iR666byWGHbS17G3vskUapPiyrgVRqUc7ycPjVDElOp4vVIMryfIbERPUu9eFjysAmXGJUmcbVWO6vHAKM4732DfgyYRtZYRwPuTybY2c+IyuCNhzMSOZma3CwT+lU4BGcaKgfrS+MRpz06ah9LXcrpaJooixRkiCaKFvo82/+NyZxFrEvUb8W0pwvAlJOr16fTE9T2EQ2jivYUiZ5lohclhK3H3l24Iro54sAjyX66wVTZLK686rKZBzI8dfhZCKJxsLOqiNLaYo51gVxiHg9TulKCEUDUmucRwDMgqQdTR5BO4+nu4hXAH0eRStjXM5FtUmyxc54lEZHnfZQe+5Zeqq1iWTSidbus0+0wJr5cd99YSxrJgDagMhGe/tjjIycCMDQ0NKC20ql9PJgsKvAWiX3RfThYzrDntjNuiJ5LmfcEQ9vzoTtp0WPDcb/EvJ4LmfeSeKQrSb0f7PZWLbNsiwxnodIJEaIxwM0NTXi13HlRyKhePnlTrZu7SUaredjH2tQthCXZVnDSqkEWkBN+ijXoft69hoOKNPJ4WU4i9EdJtcgNtMxS+nV65NpH1kogTy7xxyvAEYx8pxFoCfrfOBqM5gv9bkSnRYkNdmr1KJSHRZKgyKIE4UN4xBlceCNUt3yxhRO9xkhy83oczCKEHbFMFZeR+KIffwj6N8SZ/o6fxvRv12LRo7TeagWSfbK3y8Pxx+/mHj8PQAEAmu58cZCpNIbJ544n0TiIHsbG/jKV8YWmj/llGOQQTQcfsVjP3/kRz9KAGEGBo4Ffuq5nb33PhTLmgFAXd3f8uxNvPA+Sfbhw4DdIshNiMtRjzYNHpMI+/faGOARyRnr/wLZKbvg1GCJ8dBhb1veR4Ee+e+UUmHOO0+xYkUrc+fWMX/+HHbbzSfJ+RCPtzM0FGZoaJjXXx9FRypabHIgaqo96Iiy1H22KqUi6D6f0gIKsM+/YwhKtFmcTyaEsCTt74sDxOzX607bHG8ynekV7hPqyYdxIs+ZLIkSWvpUFEZva1NUynztvncq0WEBvMsjst7XzFyqMqKPATS5ksyiYSamtleux6B9XHJ8w0AARRwYdkeV7drkEZyo93R1/kbQ524Q3Rc5VmT9iqHakeQ0XpPW8uVHc9tt93HAAd6egNNPn8Xdd9+ADFAdHb/IWn700ctZv34+q1f/Ne8RXHRRK7fffm1mGy0tt+Sss+eeh7Ns2Xruvntt3u0cccQebNjwg8z7JUtyt3PZZTv42c/+m2j0cyQShzB//qfYvPnmrHV+8pMmXn31PzLvV678pcfeAjz5ZB1PP20xMJBS3/jGKKZEvQ8f0wCGgJZJiMtJlRYCLCQru9WDj5JRYSIMjipt3Hw2IzRKKVM8qh0d0TTrxnrsZyFtmpT98IcJfvazFNFoP4lEGw4Z8+FGU1M7ixZ109MT469/7TGWBNAGnIifiUEZQf9X9cAspVSv2f7Jfp3Arl+2HVoR4+G2NeSebrLfi8hNnDytpYxayHEh0/Y+TeGeYs+ey/xxpzZQLfJsE2dzTEsUijjbJDcfwS1GgN1CUZVAsejv5MnA0HXHQorrcfrpigDhRCOFHiMVeuxrwhljw3ZUOev6tCBut9UdZnqmXcucNMo4plkLqiLcBaC0599bvjwYfB7LCtHU9Hva259k5sz1NDSMsGPHTLq63sXg4Gcy6c3h8OPccceH+eAHnQtnr70O45VXfk8w+BLNzX9g5szn6OjYRiiUpKdnDtu2vYPBwU9jWXPs/b3CtdcexWc/m31y29u/QX//OUQiD9HScj+dnS/T3t5LMhmiu3sR27cfwfDwCeibDRobbyQaPcvzB5955kyuuuoB0umFQIqmpl+zaNHvaGkZYOPGFWzb9m+kUnsA0NR0PUND5+Rs45ln6rn11uW8+eYga9bEeOYZUYJ0K/lN+vQfHz4KpOSWmvYldUBZhLhmvNmTBEaNsBcZHgsRNp0UWc+l/DdKKRF97ECnp5nb3W6/FiInhlAEGOXb3x7kAx+YwcEHLyAS2Q50j+H4pzrq0f2kNwBbUWo1znmUmmI3ImiRL1EoHiU71b0g7GtMyIXUBBaCpETGgdFS92PsqxiZrlR0rRSYRLsUsp21rj+eTQxc5Nk9JnqRWYzXJsmUzCUozYlTSZSS+jw1ri+VEQyWNOsATi/dWkUE4Rea/Om6ZYusllHK6S4QQf+2sQsiTy4onBT1KOPQ8smNaraAksEh4rnUsuYxNHQaQ0OnsXGj9xbq6+/kG984K4sgZ+0htTf9/XvT35//KCKReznttC/mEGQHQeLxI+npOZKenjyrkKKl5ac8+eQFeffzk5/08PLLH+ehh24mnd6FaPRzvPrq53LWa2y8kXvu+abnNlpbg0CaZNKiv98cuPLW8dme7px+gfjRMx81BDs6LBEliRCPNVW6qLfeRzZc0fmxOiVMSHp0DhneWaPLroltQRs40n5IIjUt9qOe7LlF15j19r7Ku961N9pD345Pkr0wA30+B9FEV6IbUcNxJWIzQmbj6N7T0ooLoE4ptR1bvbXQ/24vy6Ro2/uJuB4meVA4pL3FnueEnMcK3fv2vkpxxuQj04Uie2OBGTks/8tKQWEiLcvH4znzerxsC/taAef6UK7XhT6rxDKvyK97Livlv5Ux03yUimKZC+7Xkyf6WwkoGnHGi3r07x+k9ssWJfugAafmWOqphyT92k67HkZfe6M4rRKneqaUZBpFgeR4E2SobiT5/7P33nGyVWW6/3dVVXd17j6JEziEAxzyIFEkiajoCAjOqBgQA6bfNaCOjDhwB9HRUdTryB11BEdHxYAghpGrAygoCooiQcn5wDkcTu5Q3ZVr/f5Y6629ateu0N3VXWk/n099qrpr7107rrWe9T7v8w5gLuQwfqnDoYcez6ZNJzAzcwz5/N4UCsvQehilpolENtHXdwf77Xc199zzp8CN33ZbjPPOO4nNm08mlTqCfH4NWq9A6wGUmiIa3UA8fif77nsd9957R8Wd/OQnR7jiipeya9cJpNOHUiisolBYDkRQapxY7FEGBm7nxBOv5vrrn6rrwK+4YoCLLjqPyckzyef3RetBIpFt9Pbewbp13+SBB35XZe1BnnwyyvXX5/n0p2fYvNlfrmYucAez7oxi8e+uaUhDLAp8A2DJVax3gBgYhQzv0dqo4Og9FyMzgX/SzZ18W7DBh5XqrrV/9uDlcvXjEWOFGQxFMR1nGtimtX5OwXpgFbAvsJGwdIaLKLA/ZvJgC3BPNQMUSyTdwWcEM3DpweaHOYuLe2uGGqS5wm9JW+EvzRIEN6KdXmTCVksWW2uZTsNciDbUT17bAaLGcVOE/PV2/UTXNZCS9zQ+4tsxkd6FgCpGGkVm3UPrR48roQfPnCqBuf5TaI/oK9MG9+EZkk3TGjLyhYAcYwLT3k/phTVaC8RCkuReTGc6gvfwh6gOOVdJDSXh8SrSn/mUthHkqUCg5XMYtQtRCXZw6w5w61Go+KXSXVt6oxYs+ZWXW4fR/7+5oBIRzjZrYsISkbXAbnhOyC7E4TNmP6cwzsvjmIVHgAOBdZiBxobF2fO2wFJMfeRHgGf1LM+NfdaFNFdytRbMlzRLXrP8XjXSXCQZs5FmNwO2L69FqGuR7xCLi3ry0P2fRaHgkuda107M7tz85mYYTbU+SgnyEOZcN8uYq1GI4kVPhRwm0B4RVt4k5aBdXgh1J0EmPIrnYLHcrP1YaLm1vMcISXItSOcn5LQElUwnBHZAUYlE11O7ueoyVvFUMRqNR6Y77WEN4cCXW1it/IsLv7FJbrEdQVsRDvkNIr7zJb8uAkkwLRaht23YcgyRE8MVubfEsGMKT54m7eSMEGQADZPKEOcdGLIdJ+x/DDZtWkU2m2b33fP09Gyd7eqOQVfCTmbEnZd/PCHEAABbVqoYOavVV9g2Ioet5VyDoEub5HfoTrfaBK9z3HPerwCiTcC7/3+1vl+MdxfVIs6z/a6eKPacf6dR7aQzoeyWUCtZhPLnRiaUXaPD7u4/SwnyMOa8tYo513wgMvEh+0oAQ6iSiPIMhiBP2/chOiuiLAR5GtP+TzeLIMMCRpIBlMkJE4lcKHmrjl7MuZrARJIbJhdxcq/8A3L/4LwRM9SaCgSaUjLdMoPzEMHw1SCWQWg9pE06867r0B05Zq2obyONg9yJqyBpdMs+a5YYD2NMukYDFslgBg3jGJIcwZBoaauSWutdZds1cus9MZLrAlC5gkG34NlnV/PEE3uzZcsGduzYzrvffQ8w3UACIBNoQmJrmXOJZFrMueqeYK2DoAf9zqJKs0OUQ/KLw2tg4OtjpZ+tJ3glE8/FvrarAhSKYcoJcqcdv3tsORzptaLojh1z3tvdzEuOKUIpQW7q+HEhI8ngDdakE+uawfIc0Is3W9LQ8+QYmVSVodSQddY7uFdUMRpzfkvMJfwEuhD0CjvVhYdjriUD3HrkYVK6xZ3l7rhr5ZDfWsR3IcivX8Hh/q/tng1btqkPzwTKb+6oMQODHUBC5IZKqTh1EGSLrRi59rMY2fVSjPFUt6KX0dGlJJM7yWQyXHfdZsy5H1JKTWGi8fO6jwLMuWqR5pIyUEqpukmz3Vf3t6KUkmZXmu3+jlZKudLsdpZmth3ara1aaNjzUaIQdIizq9by9yuuV4CsNyulRttCFXNVh+hcggxmcngYc5xTmPZrCkCDVoZIDmDepfZyhPbMxxaZufT9eVqAIMPCR5J7MBd4GM/CO0Q5xN59BkjpxYi6qyrkx1fQvGQ104DXQ6bn6gRaea8qEOh6XmHnXArHXMuNEte6ZiL7cqPEbSHxsQN2f65f0Kva941CTfLbLue1Hth7TQxH4nj1If0DvwywC9juzyu1xHoZHkFOAbuqPdfKtKkHYaLKS4DHaO98tflgbyDGzp1P8eMfT/KOd/gnDMQsZt5kuRLmUAZKcjNl0F/3M2HvF1eaXQkizU4SRplDtCicMn3uBHatCdk5KzVaFl6ZJzdntWP6ygAoPP6UILg8VD9eeyrGXzO0z8SBjAtyGI5YoMkSaxcLSpIBlIkWyCzHJE1wJ2sD9GNu8ElgRjcyf06V5SLNVlKti68q5LnsZ83AuFo02q03uBiYD8Ful8amIhwTHLeTrQXXQCTTrKiLQ3DnQ3IXA7Wivh1FfqvBRvaEGEskRCoeuNcjg+kYJWpc1sbMhSAX1zXkUJyu08DTczuitsYSYDXwFGYS4q+YZ2oEr0anIA9Maa1nWGD4SLO8qmFOpNkX0a4mzZYyUylMmam2b/dDdC6cagazmXRyjfTaqy9SRXm1pCa2u0lXvYhggo3izzCDLuUIyqufHMGrFd3qLt8yJpCyVmk8iXXL8MTFIMlCkEfwnEhDlELOTRKYmPcNoopkwU9Aqxl3CGqVbZgTaa4Ex7XbrVMp79WI0GLDT579Bh+1/m7osrUIgiXFEkWp5Qwrx+eaa7mdT6VSHfWU76jnu1okt1nwqxe6nvxWgyOj7sMjIiJzFTImRCSNmRSc0lpXnBS0k20r8e6DugkygDJtyd9g5NZ7ApsxRLFbEMfIzScwx/6Qq1SyRkJSd9qFKbmh9aLVpXTULdJu1SLNeUojZfWSZmkb5VWpP5E+uWpd5hAhWgGLNenUNKhias4QrU8AGw2JEku5w0m3NBQU+zohyNK2aQyxbrVrK15VQvw1RkXbctd0MUhyBBNNdqOlITzIrNgk5iaZ2wy+CiwPoaCMLOsKn0u3VvruLltO3PTiyjqc/NC5vjqlhIZ7HSSPSSIlLrkMIqh+p+NOi5pUKstR6VW2TCi9rA7HPEmIsXvPiSxOvBbSziuJMYyqGQWwA79V9s80sLOOCSLXF6GfW2+NcNJJ++DJrjcw13a2vRDFEGSNMS7boisYmNkJjmGcHEeLRSfLzj4JaXYjZdXabpc0Z+oxDHR+Q+7hShLWLF6EuRuiVyHaHIs16bQoUMVg27D9z1QT96ZZkFzsKSCDJhG0kPLaMuWs46oCmwV3EgfMOEDGoMlWkVf7seAkGZC6Xn14ebdhJ+PBzdeenPWNUh41FgIp8Eck5wo/4RZSITBEowHR5YVGh5BstwOslZ8k5iBZyqPErQg/Ya1FckOCu0gIkFH7n4V+TMcsuZ4ZPEO+aQw5nm29XHF8Tcp1dRz73TJ3riJF+htjZKL1NIYk72W/e4LWfw7miz0x1+MJTCT5AV1jMqwGWU7gXIPFxhxIs98BuKaHQgU1hB95DGFOtnpN5hAhBPOcdGoeaVZEMWpLmZCdovMm9evFCNbUCphGVygJa/rAfrz+UYInouTKsHiS5kq/X8AEBlu6PONikWTJJRB7726cBQpCFK/GWUrP5ryoMimqS95cOfBCodLvGcLSBmR5rrCdTaVc70rfzXdZ181S8oorrQc+gy37P78KwP/ezO9CgtuicEyQ+gjOe4tgOuQonnxPrmHDyJVSqh+v3EUlGb6iPNd2Bq0fAfbHyK73wdxrT9Gis9cNwBqMgutpDEG+fzaDEeskLvl/Lhbc4KteOC7AbqSs1gSmlElziXPggNvKst0JoSC4jt6h8VeItsEcSbMrz14c52FVbIeG6T6ZtR8iu57GtGETVY12vWsrKYxuOylt4EJcR/feilAaydb2PVVr0rYVsCgkGUBRkk/Q7vW8GoVhPMvzaV3POSmVVbuvRkWMZws3cu1GlwuLLcPuJMxSKiWNjshZO7IMU4jFQQ0ZdcmieOZ7/qhsGhM1bmS999VUH8T1YUh0Ae95SQNPaa1n7GTtwZi+aG9Mx72BziPKqzGy8o0YgvzQrCZgHViyPER5ZFncVmdaxeDKR5rF0KgeT4OaZex8Cgr/uRBIlEScslvivIQIUQ98pLmeSaeFJ82KXkybLuWewgCbVxlikgC36yAoL5ork9zSTooC0fVYyTF7HuEquWJ4nEQCNRIEMfdKCxlz1cJikmSJJktu8hRtdKIWANLZTmFumtoPf2n0WIjyYkSN64FL2GWfOj6q3Cj4Bnj1zOq6pDgTkuIQ84FDAmqZGclMcFBNaM0s8o3nsI9jmP6jQGmHXsAMokQeK1LrKWBSa729uA1zbAfZ7/ey23iKziHKa4AxTH3oceAx3YD60FZNMES5wdecZfSLAZ8DsLzXky7jRj6yOMTZSv3dSaRK23Odsjvl/grRJZiDUsNNsWnMPa+KMutBOr/cU71QmP6raPZb7xhblUaThU/4U5UEbjqbf/uuyaqbgukn22DHqroFah7PBYtGkgGUkQnEKdXVdyOkLrJ0otVzkVUxYmP+Muv7c4JbBUH7p9Fh4+aHdZZ1JdTVOiAp3yCkuBWvfYg2wRzL4ig8ubOLAsZrYnqxyYCVYI9SGjEcxgyoNEE1lw2xORBD+vay/36G9pbxRYHdMdfnWUwE+XFtSms1DLbNGsJMVrjQeGS5pdt6K6P215ytRZw1PuKstc7OQnUhEeam5XSHCDEfOKTZVbjVO2aZfSqCKknTVBBsVNWlKCkbi559Xq8qrbftkmP5269adeE3RnWjz/J3HhMAbOux6mKTZMkXEwlFt5p4udKRlDadZzBKo8dyI7dK9Lga/JHuro8q+0qP1JICuuUZQuleiHnBJ9+vVVNTDFtS9l3yU/3r5DDEaNHzUy3JH6M0sillumQ/U1rrwCiqjSgfiJm43dNuZxPtWX0hDuyB6R82YgaTjzciglwJti0bwpw/FxrTrydanSy7sOTfT5xrQdJc3NJ5Ebyyl0Fmihpr+kWYwxyijTFL0izSWxnP1B73KwbxgmrdyhUqQQJtM0AKPb9+S3mpUxJRrsek1hvXO2Ux250U+7GoJBmKieSDlNqZd1NHIbPOCcwsS+WbWxVnc1o9elwJQfud7xai7JPl9VLdgdrN72mt8gsh2g5zkO/LvVcscVPFvCmDIUFNibxWiB4nMX3JCrzj3FotT87OpK8Hhsjl1rBx4yq03sW6dRton3Z2CaaOdBZj0pXk4x/fxKWXSjR920K2JVbOLGTZf38lMeWj2k5m5zw/LnmupLZw4TpqF/Cc1oPafjH9SlarFR4iRLvAUcdVM7sD794PDgIY9aRMgvbSnpOXC40h+54AptALI2dWXj8recYAup3yiueDRSfJAMpc3B7MDJGme5LxY5gJAmkcpirq9FWZ3KEdoseVIMcgg7WOJcqOI6qQk0ooUEqK224gGaK1MEv5vkS/yuT7Nv9UFD8uMhjS05QBvSVko5RHjye01kmbsyyRzWmt9UTNbZpztDe33bY3ExOrGB5ewfOeN8HIyEZau1/qxeQfD2Byj5/DDJYeRandMecJYJf9PrGQbYydEBzCk0a6SGHum7aOBDlqDJc4V5v4FEjfLeu5+XqCPJ4cu63PU4gQUGIAKaS52rMiHispIKvRcYwaYwSb47ywe9uWEKfrKUw0uVvTVxcU9cyMLgSmMTd/Am8WuqZDW5sjgjlOaQySsyDI7R5VLOAZBJjZddU57td11tacvdwoRIgqmIN83615WfbsWZItRikushiS06zIseRCD1NKwJIYglyw+y4Eue6JVw1aKbWJ888f4uije0kmE8TjIl+eBDbTeu3vckzEPItx554GtgFPa8grc16EJI9irv2AUmrBIrv2fppUSiUw10rKPYJtG5VSafv7bVnZwkqjJccSKE4O+I3B/M+h/C3GRr2Y6xLDI8w5zHM3pJTKYa7hTKgoCtGusM+LlEeb8PVXfnNImUAaAvQH+WDvS3mpPoMzFC1eR7eJEBPNOFBAkeyUMXUroSmRZECKXUue2yCdXf9M3Ohk8JbRlUzLOo8gu5Djkpn1towo20G7Ww6kEjkRYpIidKAOMU/YSKo7yKhGiiWvWEhxxXbEDl78tYXB3L9TWuvKngkLDCv5FkIhKADjLmlXSi3DI/eTWuu6TF7ss7wCiHHIIT189atjnHii5MGtwpzjXfbVTHIX4bnnVtDTs4RlyxTGkGsbpm150k3bUUoNYgzJ5HxkMPsvSGEiywt2PM7EhpQrcdFURcJCI8BRu4fKz2pQWSmXOCcx13Yq9KUI0Smo5pGxnvWx4zhucF/2HXwJL9l1AidU9FY4m7PX3siNb5pm+mV58nto9FCEyPYo0WcGGPjtYRz2k1u59UF3nY1sVOdy7v4P8/CRk0welSZ9RI7cIXZ/OJiDX3k/999W77H8F//VfwEXvHOSybPy5NdpdG+U6KYBBm48lVOvuI7rNtbaxg/5Yfw9vOecccbPzJE7RKNHFGpHDz1/3Y3dfvAMz/yowqquHD2J7lgO1TQ0jSRDMSdsCHOR++lMoiwEGQxBNgPPIOl0ZxNkQVsSZV+dzGpSVpEGpUIJdYj5wN5z7kCimlzNLb9Rl3zfkmMpy+cijxmUN03dY499hPJ9m8ZHGCyRXmb/zGNykesriaHUMF77nNFab1dmW0Iyl2HyfqMY5dMuFleGHQeWMj6+jPvuGyadTrBu3VPss88UJsq9yW+UYpUtK+y+S34slKu10hiyvGBk1Q6GBzD9vP/+zWLOaarTJxAd4hxzXq5PgDvxWimXcwbJP/RIdFlN5xAh2g1WkdEHxF/Ei0bXsW5gP/YbehEv2ng8xwdO0q5gxTu3s/0SzERcIIYY+uoUUxe5/1vDmtdvZvNXKq0zG5J8Gqetu4EbrilQ2DfwuFCT61j3rsd5/MZK2ziVU/e7hVu+mye/vtIyvfTe/Hk+/5b3835/cE3MkKcxkutWThFqSzRLbg2AhqzyOm7pJKBziHIQQU5UIMj+umOdSJDBM/GKYI4ximpNojwLGbVIikIX6hBzxizKMoFXmklIcd3yfTtgH6bcmbiAaacW3a1aUEVancFIq4OO0z2OyVkQZHFoFkwAaNihzOc9MG32NsxAZKn9XxYvurxQ7fQIhuT2A1m03s6zz24jn8/zxBMZMpkH9IEHVoqWiwxvAnN80scmKc2jjQNxpVQGc94aHlm212JaKTVjj8WtZ92DmYDIK6XEJb0j20+r5Ci7V+yzKIR52n6WfMx+StuAAftageM+r5SSyHOWkDyHaEPY534GmEGRu4d7MstYlt6DPQIJ8hKWfHic8YsBokQfG2X026tZfdcww5PjjC/dytbDJpk8nWADRrdfycaIPaDRPXnyB89mn7/AF4Zu5MYfCEEeYOBbe7Lnj+LEU0/z9Im72PUhjR55gie+cRzH/e3v+f19/m28h/csv5mbf1SgsBagj76f7M7uVy9n+ebtbF+9iU2vT5F6VYbMiy/ggq+/n/e/3n/q7EtcqUM0GE2NJBd3wnQKA3gRZSkt0s6IYgZ7Gq8I+lSgPbpX5qnTCbIL91jnVUfZ5iPGmGdEYhY1L/N4xDiUUYeYE5xIsRhuVSs74+a0Z5jDINiScCHH7kChgGmjppt5L1eRVk9Wi2orpYYwpLJiyacK6y3Hi9oltNZlDqrK7MsKYDe8tmGp3U/Jl0tiBnhJ5pY/F8MjRQP2XWH6wJ2YiYs8//VfOa66aopbbhG5dEXHV6XUbs52ZaBZwBD+OKVkFcz9tWUxSKpSqo/gkmIas68LajLWDnDIcz/mXA1RnscJ5pom7cvfhwaR51ynTkSE6BAollBaB7gEB3HQCx/ioZ8A9NN/9U3cdP4JnBDYXvySX/a8lJeWTKwexVFHPs3TR61l7d0Xc/FfX8Nr0mOMXTjBxIVQfyR5jLF/mmDiHwGWsvRjO9jx7+73h3P48+/l3uuBWA89t2XIvNK/jSGGPjvN9DsARhm9bJzxywJ+56MTTHwEYE/2fOsGNvy3b5EBzFg1DNa9EAAAIABJREFUAUzOZywdohwtQZKhhCjH7LuQy9bYwdnBT/bzmAhyEEGW+mQSRe6mG9w1NJkTUbblYJbYP+vORXTWD2XUIRYcvpqSQoxrzfy6pHjOkzFVnIeljU00mRzXLa2uso3IbAb/SqkBTIkRsNHiaufAumCPYsjyGF6dSiG1QmBE9p5zXm5lAjEwlIk9tyZvFo9wJzDXPQlsAXagFPb3a5a4UkrJQFOOTwhxRmu93S4jBEwMpOqWqTcCVqkzRHkuPJhzON0ss7hWhD1forKQklRyLym8+6XWOXNznvPOKyTQIZoLhaQADWHazZLJ0Y1sVHux1x8LFPaNEr3vj/zxlCM5ct5j5tmS5Nu4LXYSJz2m0SNRog8/xVPHr2VtWds5xND/mWb6bQBHcdRL7uTOu+W7h3k4chAHPaHRIxEizzzAA0ccwAFlz9/DPBw5mIPvKVBYGyN2T5bsi32LiPJsEphBh0ZnjURT5dYuNKSVeSgG8VyvhzGNfjs5AQ9gOi3psLLAdJWaYhHnvds6KKkjaY5doWYju/YRZNlePeuJpLWPytE7kbMKMe62axNiHrBSXtfxtlqUWCDO9yKhnhdhscRcyLGritAYAppo5n09R2l1IGZJkIWUCyZqnWvbfo8D4+onP+nj8MNXsvfeCbyor8KLBkv+uMhlRTUj0riiJBYvAj2DN0GaxkSPt2k3/1lrrHu0pPCMYgy8gpDBI8kzeAZavUqpIa11whqyJa0SJ7/YEyVW3r2zQq1lkYLLRHPTUgBaBfZ8ZZRS43iS7D68CXYhzUN4Jd6CzlnUvspKFCqljE+IR6RLPof9YIgFRtR5L0v/OIVTXizy5tWsvrwRBHkuOI/zTtLoEYBRRq8OIsgA61n//Xu4520Aj/LoGUCRJL+X9+4r2+ij75YgggxwAAcU+ui7ZYaZc3PkDj+Ls/b8KT992lkkh6d8DCXXDUbLkGQo5ihPYRr5SbwcnBymo2/lTrKH0kFJFkhpT+pWjtI8ZBlAdRtMXrJBlEplsXywkj2XIM9UkmSGMuoQCwknl9glxNWcp8GTT2ewA9pGDUAd8jlEOTmewZDjpipW5iqtbhBG8M7LzGyMq+zE3Hq7/iOYSKeca3mvZLwUBOnbEsjERfVJ4QSmT4xiSGR/BfdxdxsxTP70cvv3sFKqqIhpdjk6ey9OKKWkz3dNvmKY+2TY5jVPN/vebTbc0jq27ZFxUlD7kcNrY1zjsErtk3KWqUaiy6LQhCQ6xPzh5taWPefP8uxZ9qP+EB+6Qf7/UT46dg/3LD2cw3d+hs+ML/RObmHLC+TznuxZMer8db5+91EcNQMMJEke6363jW1L5XOM2LZqv+d+fyd3Hge4JDlfXKzFOF0noOVOqK3zKJ0lePLrYSx5ada+VYC4d8bwIgMamNHV9lWVmHR1Sx5yJWhMw5hHEalV660CQR73LSNGcK4UMggiaU01e7AYovVh7yuJEgshrqcdFZdhkU43XLJfw0l4BiNdbjY5jmJIj19iW7e0ep6/L20CWFI+y3XX4p3bIW3PK07E10qzeygt/+OPJJu88lmqh7TWWik1gcmLBhixhNc/oee2ZT1a64yNQg/ZfRkDts/mtxcaYvKFMfrqw0w6CFGTlIEhW+95ul3rLTcS9nlJAAlHji3RZfAGzjJBNqG1zlpyLYREXu7flfpLl0SXfxlMooufQxIdogbEmwcCxsRp0kebhSJP/wP/kFjL2tc8x3MfFNOtG7iBz/P5x0YZ/fa3+NaVZ3DGgrQRadIHyOezOOuRSssdyZH5KNEn8+QPyZHb3/1uiKFiamCe/Ej52h7c7xMkDghYRFN67kI0CC1HkqEobZtWZiAhkWRXyiaSxGYiQqnZzjTe4GemirzaXV/eu73jENm1mTgwouvA82cjUEvwOvGkEOQ6iXEoow5RN3zmWvJeaQApKFAeJV5QVYKNcI5QTo6TGPLZ1Dz6Rkqr57kPo86/Jup9/p2JOTdvOvCc6lKVQMOhtU4ppVKYtk6cyid9y2grVY4BMXvsU3hO/UXZ9ULs43xhc5FTVgo+iCdrx37uV0p1TQmpeuDIsSN4JnAyPinWrbbnbQYzuRx4jy4wiQ6MQhOS6I6AbWtGMPdCxXus0up4ysoSbGSjypPfHyBCZMcww59OkHi3f7k8+f12svMTf8ffnX4xF7/uUi6teyK0XuTIrbEfp2ttP0p0U578IRq9/Hqu7xXi/mbe/OTt3J4FelKkjq+2Dff7DJm1AYtIxRg127TFENXR0rMOVnY2iecgmsDcDDIg7Gfxj0FqO4s7Z8buYwYjlauWf2ygitHjbpZZ+yEPOVS4ppYgL8UhyMC4UqpfKbUUWIUZyLoz6bJtcYp9Tmu9U2vdseVGQswNyqBXKTWklFqqlFoJrMTcUyKj9Q8OhRBJDd0tWmu5xxJa63nnFtfY5x7r0iy1fAUpjBnVrhYgyHGMQ7QMnMA8k+Na6+2LqOBwJxHSFWTKZbATEEsprVWdprn95yRevzFoc+D9kPOqgJi9D13FzXCF9VoGWuusnQTdgiH5bpstJaR2U0oNW2LX9dBaF7TW01rrbRi1gD9VrQczWbRKKTVmI9BB28horZO2HZvQWu/QWm/VWm/GXI/tmDZv0v6GGNZVa+9EZSFKASmttsLuzxql1Cql1G5KqWVKqSVKqVF7fQeVUn22jY6F17tlEcdc2wFguVJquZ1krAeiuinDV/lqMU0mR+7gBIl3K9Rzu7P7uy7m4nXf4TtrDuGQ02PE/mSXOfYzfOZL8z+ccmj0EIBC1azCEyFSXObX/LpY0/ndvHuml95bAfLkD9mDPV4dtP4e7PFqtzyVRg8HLOaOn2tN4oeYBVq6g4TirPyM8oxI8pibII4necxjGuiFGmy5vyfSaMk7lkFyso7oscC9mbtZZu1CJgsCTbwCCLK2n1cR3CgUS2OEsrwQfjhu0+IwXK+5lhguSaQw14wollPOadD3VRoTOW76Pd9sabVvXyQiCZ4JVz3rueaAfXi1hlM0sf/UWuccE69K8mnXvCuGKRvW8rLrINh7Zcruez/mWsrzKtF0V4odps5QEl2eoPy8SXrGgGOQlqznudQV6j4L7LMfFIGuFYkGTzZa8/mykemC75Wv9HeoOFgUZCh11O8Fltp7LIG5x8qvQ2nwqOwefIIn3L6uD5h5CS858yZuekz+eQ7n/P67fPest/CWG/PkD02TPuNIjjzqLu76c6MODkCj++wu1+xn3WWe5dl+zMQSAAdz8GX3cM/JQGwjG7+yhCV7n8qpP/gAH3juci5fdRM3vW6c8Y9gzmkvQIFC0ISDjIchVKc2FC1PkgXaPHRTynNlLGAGKlJjVMpGFSgtbzCXRlEaaGncJeIr7rPS8KaBzCzIcVAUOYQHkV2DUw7LznQvxXPz1MAE5YPvkBiHKIONlrnlduo1uFgwc635wBK3UUojmTmMfLjp5R9aQVodAFdmXVdutiotEwXmfpiy/0sBEaWUauLA2zXx6lVKDWqt3chGEkOGoVT63Tayaz/suZ4BZlR5CSmX9KUxpG9BlRztAt9568Ez+3Jzl0exOe7MM+d7jiRayLF8riciJiU063L1dUh1RSLt/K3De2f20FoXlFLbMOM1tx57DNN2jtjJrmpqvrLzvpKVJaXNhhi6yiXIgnM4J/UxPvbJx3n8aoBHefTvgIaSZIVKmZ3UNU0a3WXWsKZEvXQ3d9+5mtUfeo7n/g3oGWf84mu59uJrudZdLLmCFZdsY9vnACJEgtpqlySHaCDahiQLtI3iKm9Gvw8zgI3gDYClxI9dpdjwyWcXLml1jbSglHDLwM6UZ6nThTkAynlv+oC7RVF82K1MZx1ejnEOZyaOkBiHsLDRVX/92Rj1dx4Lbq41H9jB7Sil7sktUetY0GTX6kr71I93ziRiVmudQUqJdR7PnMtdv25H/kbD5h27rtUjSqm041pdALb4ibxdb5wKbtftAl1aQmqQ0jrgUju0YF2xZ9rt+BYKdpJK3MQld1mej2IpM7WA5bdqkWgoTra5pNl9+f9Xb+mb2ZJq8MaO7qve/wX+vxXa6oWEb1Kmj1LX/whGZi+O9f5qC4H99Ut4SeKLfLH490pW3lLp9z/DZ37zWl6bA2Jp0kfO62ACoFAJAI32K7nKUKBQXOZFvKis79nM5u8ey7F/vZd7L0iTPgVP8ZSLE7/pRE68dCc7R7ZhDK6jRGupoEKy3EC0HUkWaM+AKa08uWSOUimzf4bSJcC+zRUJsby7D21RYjlbN9IAuDOkHd1QzhGSW5G3JbLWUhoxjgHLMMR4Gi9C0mNJkpSiCM9th8IOnoQIu4S43hw1MY8RUpyjhUt+VZFWpzCR2aanbFgCP0wLSKtdOCYygpo1kZVSQ751Epj7SwbWEokFc/81jXxZ+fQ0HkEsk08HHW8967UL7P0/qZSawhC+QbyxjeuKncYM3EOjL8qITAzPIE3aUTe6PM0il9+y+1eTTAtsO1mLSLt/14uG5z7biPZcSLag2v3b6O+q/d8N+lT6DGa8lsM8i64J3wiAUmrmWI7d9Af+4N9uEWdwRkahtmv0coBVrNpY6UBew2vSCrVDo1cWKCyrtNxcESP2bM40+4OXculINfOuPPndARRqeyW37Tu44y/Am+/iruhn+eyqBImet/LWza/hNWmA3dn9tbJsP/0P1di9rm/bGom2JckutDfYRXmNoSuXns3MSolcex4R43Ko0NG6DsgDLg3tDGbwLfL6FKW554GGEDYysnMB9zPEIsAnlXbf64WrBMlicojbJqLUBtLqGOb57Pd91UxptQu3HFaq1jkLIMhTmDZopf1baqlLu1NvBGshMYnndB0ku270ei0JS6qkhJSkYLkmjm50WXKX26YtWEjY8yDRZTHVcqPLMtGQwkT+Wk61ZSfi6nWrl/FFLSKtnFe9EvC6dqGB22onyDhO5P6CgXu4p4Bpa6HCuYkReyhL9kSAHLlaba983/BnPE784RRG/f1Tfrr/pVx6Z9Byd3FXNE9+b4AYsYqlogRHcmT+aq7e5P//JJOHy+fVrA6SjkuJwRANRkeQZBfak1YXB2eqvJHzR3ILgG5AlLgW3Ae/4g29O7vvsYUtbytQOE2j98IMQrcp1FMRIr8eYeSHO9l5v7vONVyj/hf/68AEiWNy5I7R6KM1+jBsRzfI4EsTJH4zm519MS8e+B2/e0uO3N9p9AEYed44sClC5PY++q6fZvqXldY/nuOH/sSf3p4n/0qNPgQz2E8BGyJEfjvK6BX+43DOjQKURm9WqG2U5y/VmgDpU0pFWyHKFqI2AqTS8l7vQEKeeT8hbsuOo9Wl1VbiOkzpQAesLLlZ0moXdh8lJ1dToyayvQdLCLLWesoSZ8EMpZGtppNkRz4tEROpnVy17auwXroTiKOdDEnbayoDcje6LOWQMphrGmwm1GWw5yAJJFVw+a0+TN+axTP6arvzZvc5KP2uJhyCHTSunO3/Gk2+2wGBpmxp0uLC7nrTlGCAgdsnmDgR4Dme2xv4a9Byl3HZsEYvA4gS3dyY3fawkpV/mGACgKd5+gQgkCS/nbcfgVWA9dN/x1x+62Eejsww80qACJGNP+SHfwxYzCXJbfc8tjI6jiQHQZfKVpqDOg27eul9b5bspyiXVq7V6LV58idOMjkCfNj98lzOfVOGzDcatbtDDJ08zfTXgb18X+0G7FagcMQMMycCRwetP8bY4RNM/AjYw/dVD3BogcKhu9j1rh56/jlL9nO+ZUoMvGw0KjAiVcVFMxMS5NaCHVz4r1WP87kq+kzwTkeI5GLEspNMFglxKxhqNQKtLq12iKdr+gPmmU1gonOt0km7JafqiRqKvDOKyaEWgxR3IsBP/luiD9VapwPk0zvmuF5byq6DYNuFBJCwRl+DlEaXpULGiI0uz7SA+qElYM/DuI0uS0kfaad78EyYRIrdEW1wLTgEu6Gok3xXI9OVvpvLOvV+5ydmusr/ZGJVYSZYpH1NA7u01mkUo1QxoTqUQ//7Nm77CMBWtp4B/Cxoucu5/HTZxgADv69yHHPCl/ny717GyyY1emSCiddPMHH5aImFhcGjPPoG+bye9dfP5bdO5uRzCxTWAowy+s0DOCDoOXPVqV3xHC4WWqKD7xLUNOzqoeeiHLmP2z8fiRH7epz4nT30TGTILM2QOSJP/qwK67uNShYzw9YD/M1sd3SQwRfPMPNTzGBiPEr0il56f9NL77Y8+YEMmQOzZE/HEOYyHMERoxNMXI+VKCrUrb30XhEn/mSW7LIMmZfmyb8H6MmR+9c++jakSF1T45gCUY8BSIjFg5Mv7I/6102E++hTI4xEhhgqDDCQXc3q3G7sljuGY7Lv5t1B1zqKIoqbv6XbbzbVuikXa0FatIS02pL3IUrNkcCrQd706LYLS4hEAi5EqSpsZHUroGTAb6Np0k8WJ96soQ+0QCTZgSufjner7LoStFcOKYJXDikoutzWUdJGQ5eW3xITJikjJZN6YfmteWKhyHezETDxK1L9HGYy0nWtFiVo4Njvd/zugTjxmzJkTk2SfPVBHPTdB3nwVneZd/CO3baw5WL5rdM5/XsNOxiLl/LS7AgjV0ww8Y958gfswz7v38GOf3eXOZzDj5lm+lyAHnpuu5M77w7a1pt40+rv8J3AaPdBHHTSFrb8K0CU6GNXcuWXK+yS8Iq2HPu0MlTYBywSVFEaHCWA1A0yeMoMMzcCRIhcdT7nv+vf+LfAyMc7eWfP1/haSUc0yugxSZLP76Pvzpfxsnt+yA/TMWKX5Mn/s91+XXLr/dl/+aM8eh9GgnfPPuxz+uM8vrXe/QDooecfcuQuM4etflig8Ab/Mv30n5Ei9WP75/0afbhvESEKphxD+OC3DGynV4kIz8rkpI8+lrCEMcZya1lbWMWq7N7snTuXc7PrWR9kAOJH0Ay2wHO0b+H7p4q0eoomR2btpMcQXl1dgUi/WzKCpJRagTeQn5gr6VNKjeIN7sZFRq6UWom57wta6+fmu7+Ngs3FFfm0BrbWoz6Y63rtDjuZMkCppFgg0uOZVszBbSacqLzfiwBMZHDaR35CVIFNCRTVY0egSt9RwHo9lPVtqnhPDdllyvqWl/PyfW/ipl9q9CiQGmHkq3uy54199KU2sOHIHez4UIHC7gBLWXrpDnb8X/821rCmZEy6k52np0mfBjDCyBcHGXxUvlvO8if/wl/+4N/GF/jC0Ef4yM158vsBDDDwzb3Y60dx4qkNbDhxF7v+wR5H8gW84OW/5/f3BZ2nCJEne+m9bYyxG1ex6qFeetNb2bp2K1vPSJJ8LRBRqF3HcdyZt3FbUHoimPFDEkiiq6cVhZgdQpK8WFDFUjTF+r+Ca7hGvY7X3Q+sB+69hEuO/Tgfn/cAZS4kOUr0igKF84CZ1az+m2d59unZ/m6EyLUa/SqAJSw5Yic7AxsHhfojcATAcRy35HZuT5R87Z2rkCQvMqysthIRnkv+lDhK54D8QRyUP5mTOYVT8mdztswcuzIz/7qVrn+QBM3vEirbyKNbR4rUytJqp9bxEKXXQ8yREq1IjqEYkZf6xlmt9bY5bkdh1DCSIrPFiTAvw5hAaa11w3Pe5gOl1BieRDytta4pu7bruRMCda/XCXCiywN4kysusni5yy153zcDTvmtAcrb7TxmIq3hJaTaDcrr14IMwYLgd7cuAIV2IdG27NMY5X1HdU8NRR/mORTSFzg5dRiHveA+7vumRgeqGQE9yuj/GWf8X4N/RtVt6tpP//dnmHlv0Hencdq6G7jhmgKFfSv8zuQ61r3rcR6/sdL2FeoZyscARUSJPngsx76rCkGWcUQCQ5I7TgXUTIRy68VFoAPdW3nrqRiCTJz45xpBkOeCwzhsTKK+ESLfnQtBtihGxA7n8CcqLaRQT2j0EQDjjPuLsuuSRdukc2gXOPnBQUR4to7wghJnePdda12wefn+QYIYdoE3KMgzt7yaSmYoBbvNGMoZdDR44sUOtJfY391ZbTDdqtJqe18MYDpd/6BXyHHLRhgDSj7NZ1Y9jncOUr7rOYW5zsl5bH+hMIHZd5FdD7hGataIbBhzLaec9eYq12572Gsrztg9eGZf0oaI2kNyl5PNToFoBdQovxXFO2dB9XA7FspTDYpbttufBpHkoBzfMi8d5f2dx1RfadVxkZ8g11sKUNSTFc27AP7CX/5wARcc95/857sSJE4vUNhTo3sjRLb00fe7v+FvrvwDfwg09Wokfs7Pn7yCK06+iIveMcnkWXny+2h0T5Topn76b3oZL/vqdVxXsVQVwFrWfmAnO09Jkz6yQGGVRg9GiGyPEbt/Gct+ei3XXnMCJ1Tz05DnTcZcIRqIMJK8GFAlDaZEuYqIEr2yQOFtgD6O45ZKRPVQDl2yla3LdmO3Hfdx367Z/uxsI8lx4udkyHwToJ/+M2eY+QXAy3l5/z3cs2aQwcQ1XLPl6GCvLvd3P5sn/yGoO5K8Q6NXBSwi0nSNDvOO64ElCW4pi6jvs/s+F0hDHESEK80Oy/3vlkCTgYI7U74QqPZbDZXy+yJxu7TWZQSqxaXVQo79g5MkZoDT8h2wUmoEz9F6XmXgnGgxwI52IkXV5NOOFL0sCu5br2DX68rIqW1LJbrsn8QF0+4JYQ7zcC1sFHEQ79lx0bIlpBoBVTrRbP9VUlbKn7LiN7lySbN/Wem78s7ypu9tMV8WpdQSzLMzu75DFc0D+zHncar6CiHwVBwJYAodEuVGIowkLw6qln4qUDjWfnzqdm5P9NH3+jTpC4FDAbaxDYV6JEbs66/jdV/6Dt9ZkA4mR072gyUsuW+U0aOnmPoXjX4xluAcwzHbIkSu3Zu9P1UpV3mMsW/sYMf5QHSCiX8CzvEvM8DAK7BS6yjRKyrsUkWXw26DE/mtRYDnSn4FEskNIsL5WZM4VdxHKCXK/s5+oeAagbjnTAb+ERT5+U7C2HrBQpA1Ji/P/b6VpdX9mH3z9wcpjLFKW3S6jvQT6ij5VGNbMbxBfq6dCDIUXatn8KKhrtt1HlteTSkVc6+vbz0piTW+qDvfIrBt3Qww40SX+/HaMHF6H1JK5fDk2C1FWBYbNhc5ZZ+hISqXkEoETSS2G5yosZQsdM0rXTVTjrlNCLs1nHvwlFc5u/2ojTBnaZHostZ6FzDrwA4ajSqOOYImpkKUI4ZUfwkJcsMRkuTFQUWidw3XKOBAs5DaHiP2hTz59wcsun+O3GXf43tn3c/9Z97N3RON3kmNPlg+b2f7izJkrqT8HllRoPCeJ3ji75ew5PRd7PqLfzvb2f5QL73vz5L99wKFsyNEduul90rH3folefLvBVCoG1/ICy+rslsdLbW25CkoyusnwI2aLCiRa+Ejwg0b4KmS/ZbP85FSzxfy23m8QUcPMgOvbP773HOWXYlvSb6uJaGjtJ60ug9Djv05mGkMOW636NhsSz5VgzuZ0a6S40mCZdcZDFkBc+3950lk1xFgQCnV9cZV9lmYsOWQJG+yz1kkhrn/RmztZYkwd2UUHsA+f1JCSqTYbgmpJUqpYi5lu+UtW3Lsut9LnyIeBtK3zve4hFjLc+qmSsWc75T9MoeJLrfrvSfnDczxhcSvMmRSRoIaIRqMUG69GKjibH0Yh439lb+KsUwK0/FujhO/cH/2/8Ve7JW6hVuOmWHmXzX6BWZz6icFCq+t9bOzlVsr1J+Bw5x9icaI/ctKVl71Cl6x5Uf8aL9xxj9coPAWu8xTz+f5R97BHYGSGBuJ/ohG/13A14/30vuZj/LRq6rkYEsD0PIO15bsurmw7rv/s0uGF4r8FoLeF2XQpoou13LPK5pHjqvBT97FCXtWnY11el1u/8xjJKra3hOjlDrANl1abSW1w5TP1Gcw5LjtCJHvGhQwJltzOr9WtbEKb4JuS7uSnSDZNWbgKf+b1lqXTbgqpQahWPhz7uZntXMv28aMyA/H7KufylGvFIYwp9qNBDYa9rnyl5AStJXJlyqN6LqGljLhvFjthVtpwjXHBMhqiTC2ExTinD6MOZ/+2vQhPMTtaxJIoVvSI6OtEZLkxYAqkcKWEMI92GP3jWx8yvnXzHKWH7ONbY+4y72SV/Zdz/W/A54HMMzwCZNM/rHaz86BJD8EFF36eul9a5r0d/3LRYl+pUDhnfY3LsqS/Zx/mWM5dvhO7vy0NQIb8X8PaIW6dZDBS6aYur3iLi2Cw7WTx1uN3Nb6bqHgRkADiS+mDE3zB/GqKDNzpeHScbcyZJ9dCXiu3vvNV25oXGs9UyF63FRptSWSIwST46l2kxS7CLoG89iWSxADSWQ7we92jZFBigdERmu9vcJ6szqnqnQCUCbH6m0b3Uk+M6HXRuTZSv0lfzlIoafxCHO6HYjgQsJO3gxRnrcsNc1nWqJP88He47145LSH0hSlZl1Xv8Q7i0fWM20XVVaMYe6NfgwB7OrnpQpGMNd5BphopeodnYJQbr04qDhQGGSwpJZglOjX/QQZ4Gf8LDXAwD8nSf43wAwzrwWqkuQ5wN2XvwQRZIADOOB/P8iDbwbiOXKvBUpI8j7ss/JJnrwBOASYiRG7eBnLrn0Db3jmJm4afpzHT0qR+rhGn5wgcVMffW9Nkbq20k5dwzXql/wy+jX1NfmXCnjV8/9KJLcZcE04KkaA22YwpYqDBvBIZzMHDbOBSNXc/e5BkavV6VgyLEQii8nFW0qpFLOAIcdNmeW15HiY8gFpFkOO27qeqTUcK16D+RBki7aWWttcUHfirER2jSFyebwcx0qYwIvOjyilShy+lffMuMoR+1WJUsbfHgtc916XJMtGiuRDt/hEm534SgAJm78sEWbXwEn+V3AcsttOtdEI2Am5tG2bhvDaS8mDH1ZKtVSpOSd6rPCIspDRZkNykrN45D2KTa1Q5hlqp3stjTnPfZhz3bYTuAsIGa+kgWxIkBcGIUmJr96DAAAgAElEQVReXJQRhqM5euphHi7+3UvvTZVWPo3Tbr6O63JArEChusX0HKBQUxI8ixKtuB8P8MDOCJE7NfoE4Hnv5J09X+NrRVnPUzx1OYYg60EGz/RFsHcB//1CXvir3/Lb3wMHpUn/577s+xu/EdjP+bn6JJ9csYlNapLJMlfwJsM/uKv0Hvi/tiG/9UCVRI5ieB12O0H2WQYYOUzJqIqmXgHlhjLAbpROvCQxBHlRO7Aa0sYchhy3vTQr4BrMK+prI1zSL6bbxbRM4NSI1m7ZHaXUOJ7EegSPjJaZdwm01hlL5sSsahiYUF7upQzS/B4KrlmRnwiX7K6zvrue612QA2KOMVG21SPMNn85iymN1ItHjl13/0FgUCklDtkz7XavNQJ2kmCnnVgQky8w98IQ5hw1tXyUnQyScnDSPxQwQYVWvBclp7cX0wdkoRgFT7f682ORxtv3OCFJDkIcb2IxPD8LhJAkNxnf4TuZ7/LdbcAKgDjxijXVfsgP0wq1HVil0SsWYHeKvx0hUrW2m0JttIQ68it+tRTYAibHWnKQFepXlSTet3LrdB99n06T/jYw8AzPvA74d3eZn/GznhSpGAtT3qASga2H5OqOIrnzgSozGCuJBrUhcnimKGLqRQWiLEY0QkhdNCV6bPMk/SY5gjyGHHdSjpdbz7kRkbm2jiJTGrkcxBhvJbFRTrzyWIOYgZUm2LxLIEZVij33HFFXXVXg3HOl7XMja0Jss8zPf8BtS3owA/2C3a4Ceq0xUbbVyt4Ewd6PGWteJfJRcz4NXIfsLJ7hV8sfWyNhJxZ22XrLriN22X28mJMJlljGKSXKrRI9rgapsOBGldOYqHK65eXXmgKKLJ68PTTwKoUEJGYwPirtFpRoG4QkuQWgUA9o9MkAGl2xgLqFfN/wBiNC5IG8HXfU2g/3+156i/vyFE8dgB20RojcVW0bQwzdlbYTYHnyB/i//w/+I/M6XjeVIRNJk3YJq/si4H/V/t9ZUdxmopwgt6I511wgecneM+AjypaMikxwmNJyF0JKoja/VSSpsECu0TYncgiv5I+LrN2fjjIPCii7NeeST3Z7UbzJjnybytATeMRCSMaAfSUxz2fEvo9iyjv12O/KoLXOq1e8IkmhsIxYTHHHHUs599wE3v0sUdNG3VeSdiLPiJDlOGawXEyNUF6+ZcsPnu1zJ6WRZFJtgNIUCJl0EIfsFOaZbfnjaxQcR2why9KeFe9jS5YXvG67Mvd4Lx5BhtaNHleCRJXjmHtO5Nft8Nyk8SpQxGn9/V1MxPHUNWEUeQERkuTFRWBucoTIrXnyJwOkSa8D7gla7liOHcbmiCnUs43euT76bp22wZMChXXVltXofezH1Cf4xE75v0K5DVnV+6tAwZWBBjaAP+AHCRbYuCvEHOCVeOo0giyQY3GJsnbyfkaBpZjOKo83mJMoreto7WKQBtadDcjpc5HCRF7aKRdtNvCXfJpv9M2NIrdltN2SsUmlVAIr6cWLtIvkdwgzsJLIZuD9YaNofVx1VY6LLlL09vaxalUP5tykWZxBq5BmiZwIkczb/Y7YyHK7yEjlGiWBZBWH7F77GrE1mIUwd+qzXAL7LE84ZFkmfcCeL6VUCkOWGz/p6BHkqH2X+60dIRM0vZhnPoNRZNDSRFmTRVHAtDVSt72TxhjzQS/e/RiS5AVEs0yLug1VO+9hhn8snzNkXlVpuXu451XYjiJK9HcN2zuLT/Gp3wLbAAoUzricywPvj9Ws3hs4HEChbj+bs7Xz3VPY4y1QOLHa7yVIvFA+R4g8VWGxthj4dBXKXaw7jSALRDru5Vsrk8MJrMWLLsj3k1TPxS5QIWI3Wyil+pVSyzGTZi5B1hiZ8Fat9c5OHVTb3OFi1BdTVms+25NIFXjnsG2htS5oracwJZ8m8Z5PGXSO2b+HCZjQUWYQNgBEWb68j099KsFxx41z5pmbMffwYg+uJWoyg2cw2Y95BmPAgGrDSX97naatw/hWzH3sb0NiGKK4XCm1Uik1qpSK23u2o2HPzyQmnWuK0n6mD1ihlFpmJwsbggCCnKN9CbKLDOZYisfWBs9MCvM8FCidxOxmSHudBjJh8GhhEZLkxUPFG3kXu/6qUP8DUKDw+kEGT/Evsw/7rMyQ+YT9M7Oa1d9s9A5+gA8UYsS+YP/c68N8+H/7l/kYH4tuYcuXsPdOL71XuN8/xEM7FOoPABr9/Djxc4N+aw1r9syS/Sf7px5j7OcBi3X8IKDt4BFk8PJ2O5EgC4QoF495CUtcc6cCJjI8gZezLrmFU/a77cBzWuvn5lNmSSkVUUoNKaVWAksojTwVMGRoi9Z6ogskmq5Z11QDZOSusVKJi3M7w5KMBIZkTOCZvMgkgAKW2IkfFESVIce9mIitUUisWDHDOeeMc9hhrXBf5bGRVcxgX8ou9SnoV23ab2itc1rrKVuTegvmefaTsyiGLCwDVimlltgJs7Y85nrhTPrIeXFVI3HMBMJyO3k2ZyiPGMu7pBN0CuR4XKJcK8WvedCk8WolS354N0PuyxQNnHQPURlhneTFgCqpHxkoCVzBivXb2X47ZoY/FSV6eT/9/xMhkkySPCZL9kJM9IoYsX/Kkv28fxtx4m92/86SPUujzwSIEv1slGjRRruX3senmLrNv43X8Jr4dVx3K3AkQITID+LEv91L77YUqX0yZD6g0ceZw1K/+CN/PPNoSo22hxg6eZrpG+zx6giR78aJXxsnvilHbjhF6oU5cudj3VYjRL6RJ//ugNMig9YCuoVlQd0EVTTqEYfPbjGYEWl5FlPjeynmHEj0OIfJY204ubK5siKdDco3nsaY/XRFY+6rY5y1pGK+23RrAm/v4Ai8lCIawphFykTLI5hjFnMiec/Q+iRBJq2EPGsg1Q7GXvXASrL77EtMpPwQoyaRZXfEJE8lOMqPIcpJ3pxK2xXTC7z7P0fr3/tzhaQuZLDPTcuaeSlieIqXHszkc1f0dQEYwaklbicRQiwgQpK8GKiDJAMMM3xCgsQPgJUVFtFRov+aI3dp8M+ouhv0CJFv58m/Pei7daxbtYENP9Hooyqtr1C/eAEveOPt3J4I+r6PvtenSX+VGhKZCJEfnMd5b3NLSDkQt2QdkuQWgGfUJVHUbrsm7nFXLA3VKFgJ4SDB+c0pTB5uV3WSljC4ZbbmTWjteZZ6wA0h3e0AO9mwCsjz5JOb2XtvKeskefbift0OkBrQ4EVZUi2dczkHWHIoueQykRGErjH+srXqhymXDmcxRok120jlVSgQotzJBFkgz7v7vLTm866KJncuSew2SM1ok5Kh55diFKI+hCR5MaCKuZsRSt2Xy3AwBy99hEfelyd/JrAO81BsjhD5zTDDXx5nPNDUy/5MQ0gyGFn1p/n0eTlyr9fogzAR7h0K9ac48W8lSf601m/swR67b2bzOwoUXqLRB2AauDSwMULkjn76v12pRJSFTCrohSYkIWpAFaPHMtnT6QOIShDTICOrXoB8IKWU1Df259mJ4c+ilkFpJSilRvDKGCW11ruqLV/nNpfgTUSMd1iJrJpQ5thFxteDebbbNZLeh1fuJodx8W3XY6kKS5ilFq4cdxBymHYjtRAmV60C224OU14XPoOJLFcky8oQMHG3l6h8N0CUCSmgoL18/9aCGX+MYO73Qcx+dss1AjOZ4R73ZDgmXhyEJHmxYCQjnnw4RD3wTKF0eM6aCu/+dUliN8KdJGhYGkAN+WABI6me7nQZZTXYvNnd7J8aY042r4GCjUyvxAwUC5ic7q7pFB2C7CeX7Qwh+yIV71ii7EIp1YNXh7mSIZNI0tNAuhPv9SpkOY0hyyX3gmPU1Ytp31uTKC4c3ImB1i0NZVK9pJJDHNMntua+NhYKcz/nsalV6K67R5uGVne26yRIBDk0S6sPbt5Vx3XkbYXSdAExp+pWSJ1ZQ2QVkflM4NTIN85hZGVdk29cA8PO50QDSj5B6Xmf6abz7CPIEbw6yu2ODOY4ivm7ttxNRxNlGyXOYkqAxfAizK4ixW1vtFIqiyXNnRJltrnIqQAZdhyIK6WKZFl5/hqSStRN0UlBGm+SrFdBviVl16YklJBDMexL0BltVjUM4VVcyIYEeXERErbFQ1WZdYgy2HENhBb3TYeUe4rQIWY480Qecy5cp+9ZwZZwWYKJYg5RSpDTwA6t9VatdVcRt0qwg36RRDckJ81X9gnavOzTbKC8QbEQZMlL7BTkMM+R1FXuVeWRxY6FdcpO2NJS4mzuzzEXufYIppSSuGUP2Mm7tobWOqm13grsojTiKG7YS/nSl6S+fY9dppOegXqhMccuz0fDymk1HJoknlmlprzv7DTI8U3jRZJDLCLCSHJz4BHAEJUg8sfwPDUTqij99UzUQkg0PQrk6o0mW2nvAF7JGv82uzrfuAb8UeRG3IduHmeqQZHploetgSwGXVE6J4LshzxHcWy7pUzeZVdcZ4G9r6eBacf4S15uOxTBTET1AyilZKIhBWTadbJOa50EkkqpAUw7Yp75lSsH+NGPxpiYyHLxxSZK173I4vkSZBTEWlZ2be7lYcxE6bB9daLj9SDmmRSCnAgDRouPkCQvHrTzHpLk6pCZwTD63nxIxFTRup1mM5CHYjksmUAIhK3dOYghZX6E+cY1EBBFbtRsuuu83xUz9E7+pd/ZtlORwyvpU8DUUk62bLmbBYYlulJjWtI9JMdTcnIFMTzDIK2UyuDlMrcdodRazyilkoj3w/r1ffT3R9iwYQQTbe52uCXgJLLeetBoVJEgT9GZRHkIjyCbtKvQl6cpCEnyYsE82G4EKkRluJMIndLotR9UkRyLK3uIUojHgEah3FleO/iUqHHQ854GZjARzPDcVseQ87khUWRrciSywlw3lNKy+ZcSPe7Fq5Ha6cjglfZJ2veucjCvBDfKDMVyaBJldmW3bgQapVQBS5gxpLkt7iPbdkyrO+9Mc+21efL5MXbbbYIunTTxoYBpD3qBVEtHkzUFVJEgT2H6iGG8qGu7IoLnk+ES5Na8Dl2A0N16MVFaCgrChrkSwtJPrYBSR+scIVH2Q3KSi07X1ll1gMpR4xmMQVTY6dUBn6N1w9ynlVJjePnIE1rrjo8kK8/1eACvDnI3oR/Thhmjqu6W19aETQ8R0lytxBSYcymkueWl2c6zEMfcDy29v4sIqRedBnItWxJKYExFpSLEIOaaJmlPkz5pmzWeIVlIkJuMMJK8mDDRZPMpNE2rBDdqGU4iNAuqGEGuWdu7i6EBbuCG2OVc3v9r9esYwQPJFIYcd2TJlQWGG0WebhBBltxLMNew46OKypPOxu2/uo0ggznmfuy4x7r4hn1MBdj0D5FmT9gJKzef2TVMEoO0ITzX7Iy8Gp1K4sjEZ+0loLx+LUbos+GHqB1jQEFBpKWfES+iPIiJvPZhnvEeTLveLte2HzMhlaM0B7l1z32XICTJiw8pIQNhbnIQxLArdLVuLuQelah+iGDkv8yXVz/N04URRvJJktKp5fGixuH5mwPsoFyivQ1xtLYQR1vogrJPPpm15CF3IwqYiGcv5vmMY6JOIeqAVb/k8AzAevCizK5zuLhmF+Xa1gRMcpozDWgTl2Hu5WGl1K5ZpkvIuDdKe0YcFxo5vGsXo9XPkbaRV1Wc+Mxh2vhhrOlcs3atDrh9nNQvN+7d4fi3JRBGMxcb3syQS5ZDGLiGXeEMWnMhhl1Q57XopfdTCpWW1xKWvLDa8vux31699H4qQuQPCrVVoaYV6rkIkd/EiV98FEetqLb+q3n14FKWnthH34eiRL+nUA87v/9IfYdpcBqnDceJXxAh8muFek6hphTq8SjR748y+vJK6z3Ko4U8eXrpVSOMSCmdHVrrLVrrqZAgzwsNjyJbdFvZJ4n6xTEDyG6+J2XAHAei3VQWqpHQBhnbxm0DnsOYX80QnMcqZGAJsFIptdKWmxq0/gCzhdzDEWCZUmq42sIC5aXIxDDjjG5+FirBpLrZ86TapcSSKQ+VwNYKt+/9tG6ZqAFMBLyAyatOAUl06GLdSghzkpsBU1bHdcUNL4KBdz7CPIzmQRXrRop0uOZAYhWrDtvClt/jqFPGGDt1F7tuDVp+kME3zjDzFTzZaxB2jjL6pnHGfxX0ZZTojQUKJ1dYd4NG719rvwGWs/zYHez4AbC60jJRot/5Ht9759mcXTZh8BN+0nsXd/Wcwikzp3BKJuzg5g8rp1xp/ywAWxsh2bRO48vsn2mt9Y75brOVYaWlA3hlnzpeWl4HRG6fwuRddsNEyaLCyWeWnOZaRFjjybPTQLbapJjd/hil3g8pYLxaO+G4u/dh+rUwLz0YMpGQArJtlb9vxi/S5kmussLLm2/mxIg47cvzIHWfjcw6lFe3HMJIZnMQRpPLEZZ9ah3ItajL1foWblFb2fofmE51a63ll7HsuBlmvo4ZqBaiRL81xNBrVrDi+EEGXx8hcr1ddOkEE9ftwz7rgraj0e7s8M4IkZuYpSR3T/bcfwc7foYhyIUo0f8cZfS03djtWLsvNwPkyb/pHM75t6BtvIpX5T7BJzKncIqUdwsxf7iRoUaWxyrZboO22crocd5bWXa4mCjgSUqVCtPOGg6tdUFrndJaT9pI82ZgByZilqa8XxGlwzCwHFillFqulBpRSvVZUuzf/k5MxFDQB6yoEZmWyd/6Sxr29/8LSk0XX7vvflLgcvffrzjkkAMZG3sT8fgXiUZ/i1K7aq7nRyz2PyW/V+1VCaefvoKxsXPo6/sC0ejNRCIPoNQWlNpFJPI4sdhPGRl5BxdeOFBhCzm8QE57PR8ajWaa0qhyCnMc4oLdW3kDCwL3t6UtnrLvM2imQoLcmggjyc2CKppHRAnlxRBGkVsHs3S17qPv/WnSn1eoh2LEfpoleyFUjiRHif64QOE0u+75SZJX+JfpoeeyHLkPAsSI/UeW7Af9y/TT//YIkakVrPjzUzz1uNl19QiwF3VGkt196af/HTPMXOV+/yiPchAHfS1P/s2AXsGKE7ay9c++zZS5XNf63RCVsUhR5JzWuuaETjvDyiQH8UyVwiiyB4kmJzGRsjA3eZHhlGGTaHOtgIHkNYsZWM5uJ46Rccv6GuNYX3K/2+dBDJIU9ZjXrV9/GI899ltcorhmzd+yadNvy5YdGzuHiYkrK26r0np+xGL/Qz5fH6HWejDw/6Ojb2Vy8ss111fqadateyOPP353wLdCJDOY2uLtRxZU0a1bUk7EfE7k9hJdXojxt+Tmy29LRYEsnnIiFZLj1kZ7zRB1EowrXwTz4HR73WTXQTlsMJoPqY8MNTrGAzhgjzTpSwHGGHtfgsSLam28QOE4+3FHEEEGOIVTPnUTN30QIE/+BUHLJEl+vdZvVcMxHLO8QOEVAAp1u58gA6xnPSdz8gU3c/OrgcEd7LgAeINvMTlH7nkLMXcsVBTZzXGeatA2WxnSv8tkVwgPBfvqoR1cfDsQWussYlJE0aiv13n5x6ciAR6wywvJkaiclABSwJit+TzhyLYjznvt5+H++xVPPPElPIXUbjXWcNv+LJHIfUAPhcKhNX8rCJHIXey//7vntC5olHqMnp5bicfvJR5/luHh58hm+0gk9mRq6vXk86ei9Z488cTPePGLj+bmm5/zbUNcrsGMUduvDTGpT0kUKTyjOYmSSy3wXrz89JzzPltI1F3exZjXJeJeffEwLastEJLk5kIIsqZ7XYSFWEhd5HCg0nxI+aeajfhjPHY5MBQletVOdv62l94X1bH9XvMj6qlKC9zIjZMKtR0jvVsQadQjPHIkdmDTQ88NlZb7Fb+aiBK9o0DhxQUKf/tm3tz/bb7tjzxJWbew45sHbBRZJICaBkmi7YBZyh/ltNbdEDl0paXtk1O4eMhi7ok05lx1Y1msloHjnj0DZXnNJW7ZFmUu2hii3IshznEgrpTaYbcdddarPc54wQveQ6FwFEo9TDz+36RS/1h1+SVLHiSf/zDLlv2Z973vL1xwQZqBgYtJJudGkpWa5sEHH5jTut///nc47bRvVfj2duBqhoffSyLxWWAJt9/+QeCjvuUKeOOz9k4L1E7Ou/EEimOOT2TYQmzd0mZu4Kbg/M9NR1OUmpzK8hnMvSxk2xBlHbbD7YaQJDcTpm6yPFRRzMPWbSTRPeZuO/bWgyo29jXLkw0x9OoChdOBnUdz9IWz+IlHNPoIjd670jKncZrkpqFQD9e77dkgR26pfI4Q2VJtWYUSae7A9Vx/FPA73yJe56lQ4SzxnOFGexMLlIvcqFJSLQvl9Sc9eG61IUoheck9AAoybSkp7VD46jRjy07J9ZJ3vwpPasyO2r/HMHnKj2MiyrJ89Xbl+OPXkkhcAsCaNeezc2clg0gPTz75Z8CfitMcnHZa7YDLD37wVU4//RJgiGz2hIAl5BxJamBnQNvyjIok3n0kkV/wZNkR5xV1vhcU8KLOBefd/IpnDJcJgz/ti8658dsVuhg9ztN9ck2JopuJgpBYtALqIskv4SWj00x/AaCPvov+wB/qdgmOE5e8rWX99L8zaJmbuOki+TzM8Nfq3fZsECFSjFJq9Gi1ZTV6RD4nSR4UuEjpuQsxSyxiFLkbcnN78Ix3SqMXSk3V9YrFfhG45WXLzql7G8uWnVNxD2OxX9S9nWo49dTdWbnyLAYHP05Pz/9DqU3F9YaGLqq6rhnYitFTGDRoYdiyU2mtdUJrvVNrvQVTemonpq1QmMkwfzmoHryc5frUPn/60xeBIXp6vsPGjf4J0c6AIdJSMz1eYSkxl+08rmAMvtK25NI4MIG5j0wpJu8lJmBTvte0b7kkRgUxiWbcmnGFOcdtjrBTaA2I7FoapG4oCyWdlZh1hQ1Ja8AleBXvwd/wm08DqxTq9r/wl/+azQ98i29984288YQ8+TelSP3fGLEjBxi4vo++zUmSe84w88YChbMAeuj59DjjN8/tUKpjKUsfStigYpbsScAXg5a7hEt6ChSeL3/nye8RsJh7rkKSPDe49SzDKPIc4dSC7aHTa8Gecsoe/PrXc5OkGmTxIpI9hLL0toCNKsedlxgxCXmRnGZzTY88cgeeuqL687Bs2d+Ty70C2Mnpp9eaZGlfrFnzIqxai0jkkQpLFSuwdHzevi7KpEurAKiinNo/NgrHrV2AkCS3Aozs2iXItRvy9oY0OpKH3MnH2nFYytIT8uTPA3KrWPXe9ayf1fpnc3bhbM5++xBD/2+GmQvz5M+bYuq8KcdLKULk18MMX7ZQBBlgAxsejRB5WKMPKFA4bRnLjt/Bjtv9y13GZR9CBhOARvsjFSHmiUWKIue7JIosktIY1Qxo+vq+xv77V1ZpjI7WPldr157F0qWbK35/wgnP1txGNHoXhxzy/9VcLghalw5cI5EnUGoz+fyJ9W4B0w/FgLwCFUquWxfWyXoIz6E6CKbmrDVI0lrnbfqBSGYrX9+3vGWUXbs+B8DIyD/z4x83r456obA/0ehvKBTWA30otYNo9G6Ghn7CV796Da973ezNpd73viFuuWUtTz75apLJ9xf/v2pVJSds8dqAbp38DYlwVyMkya0C43YNXoS1U428XIIMnTwz2Z6oGkm+hEt6xhn/CqB66Ln8WZ6dUxRnLWsPTJI8R6MDTU0KFF6QIPG2Qzjkofu5v/ZAe44YYODSaaa/D0R2svOn/fT/8wEc8OM38sYdX+Ere29i07tz5N6PmV3uBdDo/oBNhZHk+cGNIi9UXeRucLSG0kFt5T4kGt3Ovfc+OK9f2nffx/j1r5+e1zZgZs77sddeCYaGPsHY2J284hV3c+WV4+y990ls2PDzWWxFPEGg8yeo2xY2eryswtcZPFIcVA+8Pq+Nq6/+JFqvIhr9PQ8//M157O78ofVKtF7p/L2GXG4N4+On84Y3/AP/8i/ncN99tf06jHlYpYh4nuHhC3jmmd9X2gvnc9ivheg6dF6eQTtDF2XW8t5ppaH8BDkf5iG3JCp2hp/hMx/V6AOBp/+ev//kXDa+lKUnbGLTrQUKZwCbBhh46+EcvsdlXDZ4IAfu00ff+cBMnvzZD/DAbbuze1AOcEOQIPGjXno/Yf8cSZG6/F7uffpCLpzewIb7c+TOB3b10vsxWUdRNUcyHEjMEgFR5IZIov1RZLqnFq5EzaDTCd+3vrWTqanP8cwzt3DlleNz3EoebyzUaX1ux8CWchICbMyXTD7yc1rr7VrrqQoEGepJI9pjj+PJZN4G5Fi//nxWrWrQns8aBaLRWxgc/CirV5/Ofvsdx9q1pzI09I8o9RAAWh/EAw/8guOPXzvnX4lGb+HQQ49mcrJybeeQJIfocoQkudWgi06kYjsf5KrXjpDjCAlym2IP9jggS/YjAEMMfehqrp61dPUCLujdxa6rMO6jzz2P5500zfT37+burR/hI7kHeXBTkuQVa1jzYoyBxprNbP5GY4+kFGnSnxpj7OURIr+ktAxMMkr0ewdz8FE99BSjZREicx2MhwjGokSRnXqpnQ5xY+2W450vpE9yJxdCtCC01tsxpHiL1npca52qs71wc0rLn4tvfKOHTZu+xP/P3p3HSVaWB9//3b0v07MzMwwDM+wjBBGBgIoCJorIg6BGwagRBSWagDGPSx7jExPz5nnd8sYlwSUIggsYo48YtkRRBFSWCSAi67AMMMww+9prdd/vH6dOV3VPV69Vfaq7ft/51KdPVZ06fVVN13LVdd/XDYGWli9Peumlcnj7299GLvc/2LPnyzz//K08/vgDPPvsr9i9+zKuueYkGhu/DSSV5nvu+dyYxzv99K+zevWJrF59IitXnsq8eRdTX/8L+vtP56GHrmbVqhNGuXX6WNVaU1kJcLh1dYr055sFFM9RThPnmSj9wJbGb4I8A21gw6UkQ46fHGCgtZ32twzfp5/+o9Ltvew9rZ32pQBnc/YN13Jt59f42hnAARnGdOEAACAASURBVABNNF12P/ePuPTSetY/3EDDd/vpf08kvnR/9j9mAxt+W5E7Bmxn+63ArR/mw00/4kf7R2J4O29f/yk+1QfQTPPgxOtGGrP7ADXLWEUurzB07c7ZXUUur3TupYWDKjeFL9FKJ8l//ucfJcYjCeFZLr30/0w6uHK46qqdJa8777wcHR0f4H/8j98nxiPI5d7Aaaftz623lu4LcMMNm4HNRZesAb5Ne/tH6ez8JOvW/SfLlr2VjRtvGeHWJsmqab4hVKs4WElOG4uky3nMJMUVjbSLdc4EueqV+v9Jk45DOun89kinAQbelO7cR99fp5evYc1+AL30rk6vb6HlvtGCaKTx3nR7N7uPnPzdGb/P8/netaxd9wRPPJ0myAA5csel2ytYcc8oh/Bve2KsIpdXfdHP0ZPkrq43Ul9/DyFsIoQN1NffT3Pz11i58pXj/m2//OVXqat7nBC2UVf3NA0NP6O9/X9z5pn7j/sYAwNH0NDwc0J4jhC2UFf3KE1N17J48dv4j/+Yri/y0xUmQvBz0WxUOsE75pgj6Or6MACLFv0ln/lMdTf3e/3r+2lru2rw/AMPjP/5Wmzv3s9SV7cGaGHTpn/hxhtn2udLqeJ8M6hmcXCxcmBwGHa6jEE1SxP6dHh1kvDbxXomqGgyEQiDHTkjcdQPwJHYWHQ2s7+dN/CGOQMMvBYgEO58hEeeG+MmtZKQTYlV5IoY1xJuAAwMrGZgYDXQCsxhYOBQenv/mGeeuZGmpu9y6aVzR709QC73SmJcBjQS4yL6+0+ks/Oj3HzzAyxY8J5xRRzjEvr7TyCZgtFMjMvp6zuLrVu/zrnn/prjj5+OL8hc57xWPfbYJUATITxFf38bCxf+0T6nvr7BEVJs337q4OUf+1hb6QNXUFvbI4Pbvb3LJ32clpbrAYjxQN7//tGGXUs1yeHW1S6puuYIg+soQ2HuVDWup5wO93N49cw3pBNojtxFwEWj3aCJpv/dR98nAOYz/zXb2X5b8fUNNDzdk5/22033K4CSXWjzaxcD0E77U5O5A+VwMzd/lCSRoJXWr5TYzQ/WE1epKvKcou09NVRFhrHmXiY6aWq6kfb2W5k//zHa2vawc+ditm07ha6uC4lxEX19Z3PZZQt4zWvO5uyz911qJoSnaGn5MXPn3s28ecmXRtu3r2LHjnPp6zsXaGHHji+yYEFk+/aR11EPYYCGhltpa/tP5s37LXPnbqOzs4OtW49lz573DCbx9913I3/wB6dyyy1jfTk1FSbJs1tk6NDhwnMjxqb8z4PZvv2qfW45XFfX/6Ir/73brbe+CJhqd/eJC6E8r2kNDVsGt3fvPgi4qyzHlWaJaq9IKpVUYYuryulc5Wpp7FUcSxqfw6tnnop2szyJk35G0pWUPvouXs7yo0fabx7zzhhg4Nz82fXXcu1vyh0LwGf5bMPJnFxqWRHaaT+/j76PAATCbfdz/7Uldh1/BU+VrCI3Ai35s2kH3FpSnCSP/KXD+99/BD0972bbtqt48slf8+CDv+XZZ3/O3r1/zxvfeCJ1dclzrb//FN7xjn2/FHv72/+DTZteTGfnJ9i48cc8+ui9PProvWza9EN6e/+E/fd/K5BMVdix49Oce+6SEeN473v/mL6+s9m585955plf8OCDv+XJJ3/Fzp1f4Uc/ehlNTd8Bkkrz7bd/ZkqPytgGMEmezYYnyTPb3r2D05ZobCw9H3ksfX2FKnRDw0ivwcVfuPm+pppjkjyTxHzSWXjBGp4sT/f/Z9ogJp3LMnR4uMOrZ6JY9LPsHyZu4ZadTTSlHTk7NrDhtiaaPrWABacuY9mL5zHvNY00fmkXu35I/u+5jba/Pp3T93mDXsWqQ9toe2fxiUIVcc7w617CS5YOP8YP+eG8u7jriQYarmqj7e37sd+JS1hyfDvtb6mn/t876bwqH8fTR3DEuw/n8OGHSBVXJ/wwMbZ2Kj8XudaqyDCeBjuXXVa6MdAPfrCZl73sHaRJ7p49f7rPPl/60i4WLy59/Oefv5k5cz6dP9fGLbe8a8JxnH12jptv/jPq6h4DoK/vDROa5zxxNiia3Uq/DvT2XkyM7aOeWlsLzbyWL3/d4OV33TX9VeQbb6yns/NPBs8fffQdkzrO734X6Ok5Z/D8wQf/boS9TJJV00ySZ6JCVXl4sgyFZLmSb/TDk/JC5TiZe2z1eKaKlU2SAR7kwf/TQMOX8r9jTh99H9vBjv96gRfu2cWu63PkLiaZCtLXTPNf7WXvNSMdZxObXt5F1+XFJyCtCi8aft061pWa29jaT//5XXRdsYUtd2xm86/yTcjOBgiEXx3O4a8ZYy5yIUn2b39UIYSAVeRKmtrz9o47kgZcAAMDh3LWWRNfMPZ1r7uC9PnQ3X3KpOI4/fR+2tuvHjy/Zs3kjiMNTfCq93PvAQe8ine9a17J67/3vQbOPfcyYkwqyQ0NN3LHHev32W/evHdzxx2l7+fvfhc4/vhPMzCQjOSqr/9liYTfEVKqac5JnqliPjkOg998p8tEwb5LWUQm/01g8RC04m8Vi+dDp8mxL6KzQ/r/W5HXh8M5nD76PrKEJd/dzvb39NP/ikg8iCRx2hMIT9RTf9tyll++jnWPVyKG1Lt5944HeODiXnpfPcDASyJxGUmi9UIddWtaaf3+fdz3w1EqyKl0moHPgbG1Unh9Gu86p+NR61VkKNcXW42Nj5DLnQHA2rXLgY0Tuv33v7+FurqtxLiYgYHJNxaaM+cRdu9Otnt6Jn+cibGSPPukrwXFw+rLb/78dww539f34sHtbdtew/z5KwfPd3Q8wbPP/nrI/ps3v52rr/4+11xzA62tt9PR8Ritrbvp7m5nx47j2Lv3PcT4ovzemzjuuA+PGMeuXf/Mq171cZqa/i9tbXfT0fEMzc1d7N07n127jqWz8x0MDByT7s1hh32oxD0q/lxZi6+nqnEmyTNdHEx+B/IJc7q2cqo4id731iMb/iZS+B1DpfOOffGcXSY9tKqX3r8H/n48+25i033AJZP5PQCddH4L+NZkbw9wMRf3X8zF3wS+OZXj5DkkbXzai7b3luOAVpEHlevvrzr+jsvVoGhiquO+q5yKk+TKVZJ37vxayeu6u/8n3d2F852d3wZ+PcKec+jrO4++vvPYtWvkY9XVPcjq1e/i7rvXlfx9MS6np+fP6On5M7ZvH3mfEB7hkEMu5JFHRhpqDUPXWy/Xl5nSjGGSPJvsW10u1eU0lNgu/sZwpA8KhYq0ifFsVvxBYviXLtpX8YcuH6tR5JdnSpf26osx9pbp0FaRC6Z+3/v6Co2BDjlk4o2Bzj9/MTEmUx/q6ibfWGj37kIcTU2TP8741fLfzawVIYZ0Kcpq/tx7xBH/H+vWPUBPz0n0968mxsXEuBDoIYRNNDTcS0fH/+W6637MKaeUfq859NBXsGHDa+nt/X0GBlYyMLAEmA90EsIGGhrup6Pjx1x22fWcd96+3esL6iDpgxN9bqgGVe+LhSYvDktywz5Dpovnm5ZKhou3TYprS8XnJc8yNu0aP6vIlVV6qZvxetWrVpLLvTo5QniSm26aeHJ6ww3vJn3taGmZXGOhn/+8nr173zl4/rjjfjmp44zP8OlJmn3SJBkm+tzo7PwH4B/G3C/G9jH3Gc2DDz4KPAr8y5SOs3bt/cD9UzrG0C75NmFVTareBgYqnzj4b4CY7zqdNNcqdeovOjnXuNYU/r8rOzRt9kir7X6ZNIoQQh2FZHYA6CrToa0iF4y+1M3y5Wfy85/X73N56s1v3o9f/vI7QLJ2bEfHvw65/rTTDuLoo188wi2Lf8fr2LPnr/LnujjllH2nRKxc+Uo+8IHSDYr+4z8aeN3r/oWBgaSS3Nh4Iz/5yb4NisrHL7pmv+I+KqWfA0ql7/0jTbWTakKo7c8TkkYUqCf5INHI0O7pGirt9N6Hy56NKoTQQSGh3RNjLDHhbkLHbAT2y5/tBzbVcpIckudrM0nFvpvhFaC6ut8BjTQ3X8ecOXcxb94ztLR0sWvXIrZufSVdXe8hxmR9p/r6X3H55WdzwQWFIfGrVr2SdetupL7+Llpbb2Lu3N/S0bEZgG3bVrFjxxvp6zuXNEGfN+8v2bFjaKIN0Nz8VXp7z6Gp6Uba229n3rzHaW/fRWfnHLZufQl79rxnMEEOYTOnnHI6t9028vzLFSv+kK6uwvJu3d1H0Nn5lwA0Nl5PR8f1g9c1NOzlhRd+NMJRmkiex11AV7RyNuuE5LW6heT5EYFyTfWYrZpInsc9QHf0M4BqkEmypH0lQ/QbST44BpJ5SdpXA4Vl2PqsJJcWQlhKoYLzQoxxyolICGEBSbdsgJ0xxrIM4Z6pQvL32ELSKb6PdL3jVF3d74jxoDEP1Nj4Iy666M/3Wcs4TZLH1sn8+X/F9u1XjnhtkiS/fcyj1NX9jmOPvYB7732k5D4NDTfR3z++5aFCeGZw2ZuhWkiexz3AXudfzk4hea1ozJ/KNZJltmol/xoSfaxUo5yTLGlfkUgY/Oa4kcnOb5zd0jn+OVwCbVQhhBYKCXJ3mRLkBgoJ8gC1PRc5lT5n+ymMcChYufJiNm8+hZ6e32dgYBUDA4uAucAe6urW09h4JytWfJe1a+8e8ejnn38fl19+IXv3nkRf33EMDCzLN+hqIIQd1Nc/TEvLrbzudd/k+9/fUjLK3/u9f2Lt2gfo7j6JXC5tULSAtEFRY+N9zJ//I2644ceccMJ0VLDqSB4rGxTNbjkY/AK4Ab/8LSV9rc7hqArVMCvJkkYWqCP5IFFcLVVBcZU9R3Q4WikhhEUkwxwBtsYYe8pwzIUU5jjvijHumeoxZ4OQDLVOu4j7xcHYAknlvQvojckwdc1CIfm/TqvJ9fh/XUoL6egoh1qrhtmUR9LI4mCjk358rRhJuoZkNEEuLV/xTRPkXJkS5GaGdrSu6WHWw/TnT8XLAKq0tGpmF99ZLhbez9KKsu9r+6qj8OVvvwmyapkvEJJGY0fQkaWPhZ0/x1b2ZZ9Ihgindtdys64RFC9143v82IrXgve5PPvlKLxuO+VwXw0U3vcdjq6a5huopNIK3ZqtJg+VVpGxo3Vp+WWf2vJnI2UY/htCaCcZLgnQF2N0SPFQ6d+jScD41JN/zOxqPfvFdPRPkgD6xe++6sl/keDzQbXOD72SxpIuARXxQzcU5mg7PHNsrRSG/HZOteKbT7qL10XeWWrfWjUsCfD5Orq6/MkGRbUl/f+OFL5w09D+I1aRVfNMkiWNLg750F3r87iK52tFq8hjKvdQ6zkU/v66YoyudTqyHIXO1ibKpTVSGJ7eN8a+mj1yRT8bcO4+FLp+Fz82Uk2r5Q+7ksYvfcNMl5apVYNDM/FDxKjyzbXSBK0nxjilxyvfAGxO/mwEdk3leLNcmvDlsFI2mgYKSz/5fK4R+QZefaTL9yXd4GtdE8ljkSNZG9k+D6p5JsmSxhYHh2DV8rDrocOsXRd5LOWuIhc369pTjrWWZ6tYmArQR2FIsYZqpDBCxipyjYnJ//kA0AuDyx3WqgaSx6AXGIg+HyTAN05J47XvsOtaqigXr4nsMOsx5Ku+g0s0xRintB7pCEs+uSby2NIkYACrySMpHlpqUlCbeilUlRup3WHX6XMhkjwmkjBJljQxxfOVaqVCVdzcBxyWOR5tRdvlqCLPK9re5ZJPY4uFD7191HaVbCTpl159QM6hpbUpFuaip8+VWhx23UzR8HPXRZYKauEDrqRyiYOV5HT4dfphc7ZKK+aFKrrDrEcVQgiUcdmn/JJPaZLXG2PsmsrxakytJwClNFF4TltFrmH5ocUR6CH5TFxLoy4aSe5zDz4XpH2YJEuamDg43zH9OVu7gwaS+1a4r9Fv2cehlaEdqCf9mI2w5JPNuiYm/dDbS+EDca1L51/2kMy/dOqE0iSxh+TvoxZGXtST3M90yHmPIyqkoXzDlDRxyZzcNHkcoPDBc7ZIG7mk96/fecjjVs6GXR245NOkxcIH/3Rd2OZsI8pcIHkMiquHqnH5IcY9FIZfNzK7e27UkYym6CN5XehxmLW0r9n0oVbSdCokyumpntnxmlJPYYh1cjJBHpcQQhOF4Yq9McZJD9/LN/9KE26XfJqkoi6+tTicdLhmCh2N+6wiKxUL3eBz+VMTs+P9bLg6kudBej99HkglzMYXAEnTZWhFOUchwZyp0kQ/XT/TBHliyllFLm7W5ZJPU9NNoXNtE7NzesRYGkie3+nQWkclaIhYSJLTn83M7Pez4dIEefALAZd7kkqrhXkXkiop0k8YXDu5eCmNtDHOTJA26Eo73kLSpMshaOMUQqgnmY8MyRcMk172KYTQQmFosEs+TVGEgVBICtPluWqpAVqgMLx0AOh2/qVGEqF32DdI6d/NTF/VoIHCUk9pguwXRdIorCRLmro4OJcrFv1MKzfVLm1gUhx7nwnyhA1Z9mmyyzTlu2PPLbrIJZ/KIP+BOP3yIp2bWytaKFSPHV6qUeWfK2kymX7xO5O7w6fTYNL7Y4IsjYNJsqTyKCwPlXa9TtdSTivL1SZQiC1tbJQMG3eZp5JCCO35ZZmGK06Sp7LsUxsu+VQp3RQS5bSyNNu1kDzHu0i6WdusS2PKJ5FpspzO529hZn1uDhRiThv49ZkgS+PjcGtJ5ZMmymGwO3QfQyu11TAEu3hodZrQg8Orx5RvzDUvv90fY+zObxfP3eue7PzhEZZ82jmFcDVMfth1N8mw+B6SanL65dZslP5ddpHcT79w0bhFyIXCGuPdJH9PadOrap/L20hhhYZ0FEmvoyik8TNJllR+Mf/GHAZfY9Lu18XnpzshLe6+nTYaS7bjrE0Syq24itJIYd5xcRV5KolI8ZJPnVPpjq2RRegPhWpq8bDr2fYcaCZ5vRmsnjsPWROVf76kCXIPyftIukRUmnxWk3R5J0jiS99re13mSZoYk2RJlRMHq8rFSyrV5U/1VL66XFw1Tn9X+kEhOW/1eCKKE6kGGJxD3JK/bNINu0IIjQxd8mn3JGPUGCL0haFTIJoZ2rRupitOkPuBLitomqz8lyvdIfmbaiL5W2qisKRY2hAuS+nUpjqS+NIh1b1x9n0BJk0Lk2RJlZUkoQOEwYQVkg8U6fmGwT2T0wCTT5oDyYeEQCEJSIeTpsdMl3ayqjRxxYlG+n/ZSuGx7kqbbIUQ5pBUmPfEGMczR7m4Wddul3yqrBJdfNO5izNV+oXN4BxkTJBVJvnh12mC3AuD04qKpy1Md0LakD+l04d6KEwj6nX0hDR5JsmSpkcsmvsYBoc+p2/gxcltw5BbjfwzlPiZ7jO8Qp0k3655PCUxxhhCGKAwEgAKyz5Bfqh1CGEehapwG2M08hphyaeprrGsccgnysVfHjWT/H/OxLm7aWOldO5xOsTa57zKJp909oTCsOv0C980WW2k0LiyUtXlNDkvHo2VfhE8QNK92uqxNEUmyZKmX8wPvQ6DQ6/T4dCp4kpwGOEyKCTDcdj54dcPOKS6rNIh8/X5tZEH57TGGHuHJcgwRsI7wpJPO13yafrkh15HCkNHW0i+2Eg7+84E6RI3/Qydg+zzXhWR//KlP+y7hGB6vvhLv4Gi02TUMXSaEhQacqVfAvWTJMd+KSSViUmypOzEYR8cwpCh0sOT4tGPVHwyKa6kHIWlg+YUXd4VQpjP0CZeO8axhFM7Q5d8mtScZk1efhhpmiB3UZhv2UAyfLNav7RIq8dQWOKmH5t0aZoUJctpNTmt7KbTidKqb/H0n+GnYsPf/4pvl85/7i+6bY4kOfbvXSozk2RJ1aNUchtKJMvOK85CcaWig8KXHGlildo+VoLskk/VI788VJogQ/Lhu5lCVbnamnqlSXw/hUS+J1ZfnKoBsVBJ7iuqLqdDsVPFI6eKpxgNO9SQ3hzDK9DFQ6qtGksVZJIsqfqZDFeT9INZOgcvXXe32JgJct5cCh8SXfIpY0XzLdMEeYBk1EA6nLmPoU3wplvawTet2KXdq/tJEmRHkChzsfA3SSgkw+lQ6cmMkBocsm3FWJo+JsmSpIlI56m2knxgm09h2adIkiCPOWQ6hJBWKSH5ALirzHFqkvIf8jvD0KpyI4WEuZ/CsM/pkDZEqqPQwTdN1nutHqtaxUKSmz5ngMHkeaSEOQLRZFjKnkmyJGki0sSohUKH8p1MLEEOJMl1aleM0Spglcl3v86RJMaRZNh1mrCmnaQrVV1O53Km8zlzFJa3SediusSNZqQ48nxkSVXEJFmSNBH9JENx6/Ln08RlW4xxvGvsdlDo0to7znWUlYH8EObufOWrkUKCmp5vopBEp+uzpvMox5sEpENS6yk0O8r/+mSeZ/58P9Dn8jaSpEozSZakWhVopJCwptW6PUR6S90kv1ZyY9FFncDWGGPJ2wz5lclt067YEdgxmdA1vWKhktwbCtXk9LLiOZeNjL5UW2qk4aZpkl3cwZf8+T7nHEuSpotJsiTNZkln8JXASfnTamB5/rRfidtsAZ7Pnx4F7gLuBJ7ON1HrIVm6qQ/YMN4EOa94mPWeGKNVwRkmX8nNhaHV33qGVnjTzr3F3XyLDgEUqs1pFZqiy9OKtMvbSJKmXYjR9x5JmlUChwBvBU7On5aW6cibgbu66b7z3/n3n7yTd943kY7UIYR2YF7+bA7YHH0TmjXC0LVhhy91M9zwtWIHE2OTYklS1kySJWk2CNQDZwIfAF7H+JcZmYqfAJcB1xNHnycaQqgHlhTFtWWCFWhJkqRpYZIsSTNZYD/gQuBPSYZVZ+E54GvA5UQ2jrRDCGEhSUdkgL0xxp3TFZwkSdJEmCRL0kwUOAr4OPAWCuvZZi0H/AD4f4n8Jr0whNAKLMifHQA2ueSTJEmqVibJkjSTBJpJkuP/RdJJuBr1A58DPhUIPSTDrNN5qdtjjF2ZRSZJkjSGkZppSJKqUeDlwH3A31C9CTIkzZv+CvjNndx5JoX3mm4TZEmSVO1MkiWp2gXmEPgycAfwoqzDGa9eeg8/kAOvf4iHPvM23jYHcB6yJEmqeg63lqRqlizn9GPg6KxDmahd7GIPewDooOOxDjrOJvJYxmFJkiSNykqyJFWrwOnAPczABBmglVYaaaSddjroOAK4m8AZWcclSZI0GivJklSNAu8Bvk4yv3c2GQAuIXJZ1oFIkiSNxEqyJFWbwAeAbzD7EmRI3nf+hcCHsw5EkiRpJFaSJamaBP4U+ErWYUyTDxH5QtZBSJIkFTNJlqRqEXgr8L2sw5hmFxC5KusgJEmSUibJklQNAi8lWeKpNetQplkvcCqRO7MORJIkCUySJSl7gaXAGmBF1qFkZCNwIpHnsg5EkiTJxl2SlKVAHfBv1G6CDLAM+AGBhqwDkSRJMkmWpGy9H3hV1kFUgd8H/iLrICRJkhxuLUlZCRwIPATMyTqUKtEFHEPkiawDkSRJtctKsiRlIRBIlnoyQS5oBb6ef2wkSZIyYZIsSdk4Dzgr6yCq0KuBC7IOQpIk1S6HW0vSdAu0AU8BS7IOpUptB1YR2ZV1IJIkqfZYSZak6Xc+JsijWQC8M+sgJElSbbKSLEnTKZlvuwZ4adahVLmHgN8j4puUJEmaVlaSJWl6nYgJ8ngchUtjSZKkDJgkS9L0+kDWAcwgPlaSJGnaOdxakqZLYBGwHmjOOpQZIgccRGRD1oFIkqTaYSVZkqbPuzFBnogG4KKsg5AkSbXFJFmSpkPSsOtPp3KITWzieq7nb/gbzuRMFrOYkP93wSSWFr6Jm3gjb2QFK2immRWs4I28kZu4aczb9tDDndzJl/ky7+SdHMmR1FE3GE8ZXUzwvUqSJE2fhqwDkKQasRI4dCoHWMrSsgQywADv4318g28MuXx9/t+P+BEXcRFf42vUlchP/5Q/5Zt8syzxjOEAYDVJt2tJkqSK89t5SZoeJ5fzYAdxEK/ltZO67V/z14MJ8nEcxzVcw93czTVcw3EcB8DlXM4n+ETJYxSvzNRBB6dyKstYNql4xqGsj50kSdJobNwlSdMh8AXgg1M5xCf5JCfm/y1lKU/zNAdzMADv4l3jquw+xmMczdHkyHECJ3Abt9FK6+D1nXRyKqeyhjU00MDDPMxhHLbPcb7H9+iiixM5kRfxIuqo4zRO4xf8AqDcyxt/ncjF5TygJElSKQ63lqTpcdJUD/B3/N2Ug/gCXyBHDoAv8+UhCTJAG218mS/zMl5Gjhz/xD/xL/zLPsc5j/OmHMsEWEmWJEnTxuHWklRpgWbgpVmHEYlcx3UArGY1J5fIPU/mZI7kSACu47pyV4Un4/cIzMk6CEmSVBtMkiWp8o4BmrIO4ime4nmeB+BUTh113/T69aznaZ6udGhjqYP8ZGlJkqQKM0mWpMo7KOsAAB4qahC9mtWj7lt8/cM8XLGYJqAqHkNJkjT7mSRLUuXtn3UAAM/x3OD2ClaMuu+BHDi4/SzPViymCaiKx1CSJM1+JsmSVHnLsw4AYDe7B7fnjDHFt532we097KlYTBNQFY+hJEma/UySJanylmYdAEA33YPbTWNMkW6meXC7i66KxTQBFVuEWZIkqZhJsiRVXvPYu1ReCy2D2730jrpvDz2D28OXicpI5o3PJElSbTBJlqTKq4o16TvoGNweawj1XvYObo81NHuaVMVjKEmSZj+TZEmqvP6sA4ChzbqKm3iNpLhZV3ETrwxVxWMoSZJmP5NkSaq8vqwDADiKowa3H+GRUfctvv5FvKhiMU1AVTyGkiRp9jNJlqTK25R1AAAHczDL802if8EvRt33Nm4D4AAOYBWrKh3aeFTFYyhJkmY/k2RJqrznsw4AIBA4h3OApFJ8J3eOuN+d3DlYST6HcwiEaYtxFFXxGEqSpNnPJFmSKm9D1gGk/oK/oJ56AC7hkn2Wd+qii0u4BIAGGvgL/mLaYyyhah5DSZI0u9ktVJIqb/QuWeN0B3ewlrWD/+jqaAAAIABJREFU57ewZXB7LWv5Jt8csv8FXLDPMY7gCD7CR/g0n2YNa3gFr+BjfIxDOZQneILP8Bnu4z4APsJHOJzDR4xlIxu5mZv3uSw1PJZTOIXDOGw8d7OU9VO5sSRJ0niFGGPWMUjS7BaYA+xkiqN3LuACruKqce8fGfn1fYAB3st7uYIrSt72Qi7k63yduhIh38qtnM7p447lSq4cMWmfgMVEtk7lAJIkSePhcGtJqrTIHuC3WYeRqqOOb/ANbuAGzuEclrOcJppYznLO4Rxu5EYu5/KSCXIGHjdBliRJ08VKsiRNh8DXgPdlHcYM9S0if5J1EJIkqTZUTZlAkma5kVtJazzuyjoASZJUO0ySJWl6mCRPno+dJEmaNg63lqTpEKgjWcZoSdahzDA7gCVE+rIORJIk1QYryZI0HSIDwDeyDmMG+qYJsiRJmk5WkiVpugRWAk8BIetQZpDVRB7NOghJklQ7rCRL0nSJrAOuzzqMGeSnJsiSJGm6mSRL0vS6LOsAZhAfK0mSNO0cbi1J0ylp4PUYcGjWoVS554CDieSyDkSSJNUWK8mSNJ2SBl5fyTqMGeBrJsiSJCkLVpIlaboFFgHPAG1Zh1KleoFVRDZkHYgkSao9VpIlabpFtgJ/k3UYVezvTZAlSVJWrCRLUhYCDcCdwPFZh1JlHgSOJ9KbdSCSJKk2WUmWpCwk820vBPqzDqWKROBCE2RJkpQlk2RJykrkN8Bnsw6jinyRyN1ZByFJkmqbw60lKUuBFuB+4MisQ8nYU8AxRPZmHYgkSaptVpIlKUuRbuBNwO6sQ8lQJ/AmE2RJklQNTJIlKWuRh4A/JpmTW4veReT+rIOQJEkCk2RJqg6R64GPZx1GBj5F5N+zDkKSJCnlnGRJqhaBAPwj8KGsQ5kmXwU+QKzZCrokSapCJsmSVE2SRPmLwCVZh1JhlwMXExnIOhBJkqRiDreWpGqSVFU/yOxeGuqfMUGWJElVyiRZkqpNJBL5GHAxkAPooou7uZstbMk2tqnpBy4FLjVBliRJ1crh1pJUzQKv7Kf/B1dz9X4b2cgiFvE+3pd1VJOxDXgrkVuyDkSSJGk0VpIlqZpFbv8j/ujdD/LgWoA22rKOaDJ+AZxogixJkmaChqwDkCSVFkKYAxwZCFe8nte/9Ct85Q+B+VnHNU67gI8Alzu8WpIkzRQOt5akKhZCeANwdP7sbyLxXuBLwFuyi2pcrgP+jMj6rAORJEmaCIdbS1KVCiGspJAgdwE/J7KRyFuBc4B7MwuutN8AfwS80QRZkiTNRCbJklSFQgj1wBlFF90aY+waPBf5MXACcBJwFdAzrQEO1Qt8B3gFcByRH+SXspIkSZpxHG4tSVUohHAycHr+7PPA1XG0F+zAIuDdwPuBQyoeYGId8FXgCiKbpul3SpIkVZRJsiRVmRDCXOB9QCMQgStjjC+M57ZLw9JFN3HTqS/lpecAJwNHlDm8tcCdwPeAm4j0l/n4kiRJmTJJlqQqE0J4E3Bk/uyaGONPxnGbABwIrMhfdH+MsZPAQuD3SRLmk4HVwP5A0xiH7AU2Ao+SJMV3AncT2TLBuyNJkjSjuASUJFWREMKBFBLkTuC2cdwmAPsBS4oubgI6iWwDbs6f8jcgAAuA5cBckveCAPQBu0mGd29zXrEkSapFJsmSVCXyye4fFF10a4xx1IZcIYQ6kuR4DoXqcO+ovyhJfrflT5IkSSpikixJ1eMokqHQAJuBB0bbOd8BeynJ3OW2oqs6gfpKBChJkjTbuQSUJFWBEEIjhW7WALeM1s06hNAALCNJkAGagS0kjb5MkiVJkibJSrIkVYcTgY789hMxxqdK7ZhPqJdSSIQbga1AP0mCHDFJliRJmhSTZEnKWAihHXh5/mwEfjbKvs0kc5DTkUB9JHOQ0/nIu/I/fX2XJEmaBIdbS1L2XkVh2PR9McYRl1kKIbSSVJDT1+4ekrnLaYLcB3Tlt+vyjcAkSZI0ASbJkpShEMIS4Nj82R7g9hL7NZEs85Qmvt3AJpKu1qk9JEOuUw65liRJmiCTZEnK1qspJL6/ijF2ltivpWi/TpIEOVJIkiOwF5NkSZKkKXHOmiRlJIRwKHBw/uxOYM0ou+8lec3OxRh35W8/h8KXnZ0xxv4QQq7oNibJkiRJE2SSLEkZCCHUAX9QdNHPY4y5UvvHGPuBbcMunlu0nTbsKq4k+xovSZI0QQ63lqRsvARYlN9eH2N8eCI3DiG0UGj21RNj7M1vO9xakiRpCkySJWma5ZdxemXRRbdM4jAjVZEh6XAd89sDkziuJElSTXMoniRNv5cDbfnth2KM6ydy4xBCI9CaP5srbvaVn5e8hWRZqN3lCFaSJKmWmCRL0jQKIcwDTsyf7QduncRhOoq290mE80lzqS7ZkiRJGoXDrSVpep1GYa7wPTHGnRO5cb7hV/GyT3vKF5okSZJMkiVpmoQQlgBH5c92Ar+axGHmUFgveU+M0XnHkiRJZWSSLEnT55Si7V/FGHsmcYzioda7Su4lSZKkSTFJlqRpkK8iH5k/uxe4bxLHaKPQS6JrtHWVJUmSNDkmyZI0PV5RtP3rSSa4pZZ9kiRJUpmYJEtShYUQ9gNW589OtorcDDTnz/bFGLvLFJ4kSZKKmCRLUuUVz0WebBXZuciSJEnTwCRZkiqoTFXkeqA9f3YgfxxJkiRVgEmyJFVWcRX5zjJUkXfHGOMUY5IkSVIJJsmSVCFlqiLXUUiSI7C7PNFJkiRpJCbJklQ5w6vIfZM4RgeF1+rOGGP/1MOSJElSKSbJklQBZawiFy/7tKMMoUmSJGkUJsmSVBnlriLvneR8ZkmSJE2ASbIkldmwKnInVpElSZJmDJNkSSq/VxRt/9oqsiRJ0sxhkixJZZSvIr8of7ZcVeSdZQhNkiRJ42CSLEnlVVxFLtdc5MkcQ5IkSZNgkixJZRJCWMTQKvK9kziGVWRJkqQMmSRLUvmcULR9l1VkSZKkmcckWZLKIITQChyTP9sH3D+JYwSsIkuSJGXKJFmSyuNYoDG//UCMsXsSx7CKLEmSlDGTZEmaovw84uKh1msmcYwAzCu6yCqyJElSBkySJWnqjiSpAgOsjTFum8QxrCJLkiRVAZNkSZq6E4u275noja0iS5IkVQ+TZEmaghDCcuCA/NnNMcanJ3EYq8iSJElVwiRZkqZmqlXkOqwiS5IkVQ2TZEmapBBCB7A6f7YL+N0kDjMXq8iSJElVwyRZkibvpRReR++NMeYmcuMQQgOFdZEjsKOMsUmSJGkSTJIlaRJCCI3AcfmzA8C9kzjMfCDkt3dPNMmWJElS+ZkkS9IoQggnhxA+EEJYPeyqo4HW/PZDMcY9EzxuM9CePzuAc5ElSZKqgkmyJI3uJJLGWi8fdvmUGnYBC4q2d8QYByZxDEmSJJWZSbIkjS5tpJXOHSaEcDCwOH/2uRjjxokcMITQBjQXHX9CVWhJkiRVjkmyJI1ud/5na77RFgytIt+dboQQAmPI71NcRd4eY4xTjlKSJEll0TD2LpJU04qrvHNCCPXAofnzO4HHAUIIRwN/GELYAnx3lMS3g8Jrb3eMsasCMUuSJGmSTJIlaXS7i7Y7gCOKzv93jHEghHAi8If5yw4iaci1zxDqEEIdyfzm1PYyxypJkqQpMkmWpNEVJ8nzgGPy2/3AAyGEVwKnFO1z9yidrudTmOayJ8bYW9ZIJUmSNGUmyZI0uuKE9ygKyz49ArwSOL7o+jtijLePdJD8usod+bMR2FHmOCVJklQGJsmSNLriSvKLgb1AAPYDlhRd99MY42hLQRU369oZY+wvX4iSJEkqF7tbS9Lo0iS5BVhJ8rq5ikKCHIHrR0uQQwgtFCrQ/cCuikQqSZKkKTNJlqTRpUnyMpJE91iSRJf8zx/EGH87xjGKq8g7XPJJkiSpejncWpJGEWPMhRB6SJLk5vzFvwN6ge/HGJ8Z7fYhhDlAU/5s7yhNvSRJklQFTJIlaWwtFBLkrSTrI18bY9w42o1CCIGko3XKJZ8kSZKqnEmypNkpEIDl+VPaZGsRSVW3gWSodI4kcd0EbAZeAJ4mMrypVnvR9mPAt2KMW8cRxTygPr/dGWPsntydkSRJ0nQxSZY0OwQ6SNYwfnHRaf6QPZLXvJA/xfypHxgo2q+HwIPAb4HfAA8Ad5Is9fQM8IUY484xw0mWfJqbP+uST5IkSTNEsH+MpBkr0Ay8DngrSUMtSBoStlAYIt1EUs0drVFhJKkq54AeoDt/yuWvf24d665fwILvzo1zt40rtBCW5mOAZMknk2RJkqQZwCRZ0swTOBA4D3gjyZDmNmAOSVKaNsnqJ0l0eykMrR5eNQ4kCXRD/tRIklg35q/P5Y+xF9gD9AH/CVwL3E9kxBfQEEI7sLjoGM/b0VqSJGlmMEmWNDME6oBXAecDp5BUhueSJMmNJMlwJ4VKcN8Ufls9hWp0usZxP8lyUDvzx36UJFm+gUjnYJgh1JHMg07nIm+KMXZNIRZJkiRNI5NkSdUvcBLwN8BKkkrvPKAjf+0eksS1kk2xGvK/cy5J8tuZ/51phfmfgO8TGQghLCyKrTPGuLmCcUmSJKnMTJIlVa/AXODDwJtIKrqL8z/7gF0kiepAydtXIqJkWPe8fBw5YFs+lnsf5uH/5yiO6snvG0mGWedGPJIkSZKqkkmypOoUeA3w1yRLNy0mqeJ2kySlnaPccro0k3TP7gC6gE3P8mzv4zz+nXfwjn/bwIat4+mCLUmSpOpikiypugTagU8BZ5CsT7wfyfzjLSQV22rTCizpprthPet3DjCwE3jiQA58f0tsWZd1cJIkSZoYk2RJ1SOwAvhn4AiSCvIcknm/m0gaZ1Wr0Effwg1sWBCJvUtYsrGV1q3AXxL5ddbBSZIkafxMkiVVh8DvkzTAWgzsT9IsaxNJY6wZYYCB5khcWk99A7CRJPbPAt8ptVyUJEmSqotJsqTsBf4A+EeS+b37kzTE2sDUlnHKSh2wlGSo+BZgB3A58EUTZUmSpOpnkiwpW0mDrn8kacy1lKQp1wtMb9fqSliYP+0gSZavAj5voixJklTdGrIOQFINC5wKfJ4kQV4G7CZJkGeDbSQV8SUkS0e9C+gBvpRlUJIkSRqdSbKkbARWU6ggLyPpXL0p05jKL+3GvYSkMv4+As8S+b8ZxiRJkqRRONxa0vQLLAS+B6wCVpB0sN6YZUgVNo9kKatNJBXmC4jcn21IkiRJGkld1gFIqjGBBpIu1itImnT1MHuGWJeyk2Ru8n4ky1p9kcCybEOSJEnSSEySJU23i4DjSRJkSLpY18KQli1AF8n9Xgr8PYGQbUiSJEkaziRZ0vQJHAJcDCwAWkiGWPdnGtP02kjyhcAS4GXAOdmGI0mSpOFMkiVNj0Ad8CmgjWRppO1Ad6YxTb8BknnJbSRrQn+UwKJsQ5IkSVIxk2RJ0+U84CUkVdQcSQOrWtRJstTVYmA+8PFsw5EkSVIxk2RJlZc0qfoQyXJPrSTV1FqYh1zK5vzP/YAzCJyeZTCSJEkqMEmWNB3eTTK8eDHJ2sFd2YaTuQGSRl4dJF8aXGITL0mSpOpgkiypsgJtJA2q5gKBJDlUMuS6m6SJ2RHAsdmGI0mSJDBJllR5Z5GsDTyPJDEcyDacqrKTpIlXI3B+xrFIkiQJk2RJlZQMIX4b0A40kCSFKthDsgTWPJK5yQszjkeSJKnmmSRLqqRjSYYSzyMZWtyTbThVJ5LM0e4AmoA3ZRuOJEmSTJIlVdL5JEOJ27CKXMpOoJ5kSPpb8+tJS5IkKSMNWQcgaZZKhg6fQVJF7icZWpy/Khw9nkOcxEmdd3LnU8Mvv5/7m2/m5vY1rGl9mIdbtrK1YTvb6+upZxGLci/hJV1v4207zuf83XXjyDl/wk/aLuOyhfdwT9sWtjQ00RRXsKL39bx+94f58NZlLOsf6xj99HMVV829lmvn/5bftm5jW30ddSxiUe44juu6gAu2v5k37xnhpjlgL8maycuBVwK/GDNoSZIkVUSIsZaXKpVUMYHzgP8NHEJSLd1auGpqSfIbeeOKH/GjeeO5/XVc98xSlo6Y5PbSywVcsPwarllQ6hiLWZz7Dt959rW8trPUPpvZXHcWZ628h3vaRovnTM7c9QN+8FwrrcNfeNtIEuRngR8R+chox5EkSVLlWEmWVCkvAZpJpnWMVEHlT/iTbZdwybZSB+igY8RO2A00xGM5tuskTuo8hmO6l7M8t5Slua1srX+Ih5qv5MqFj/FY813c1XYmZ668h3uerKd+n+NcyIWDCfIqVvVeyqVbTuCErh566n7CT9q/wlcWb2FLw1t4y8o7uOOJYzimd6R43sybD0wT5BWs6LuUS7e8hJd099Ib7uGeli/xpf22s73+Jm6a+z7et/+3+Nbzww7RSTI/uRWXgpIkScqUlWRJlRG4niThWww8SZIE5q9KKsn/k/+5+fN8ftNED91HH400lrw+R46zOfvAm7l5LsB3+e4zb+Ntu4v3uY3bWk/l1EMAVrO6+1f86qkFLBiSlK9hTfOreNUhXXTVvZpX776FW54Z/rtu5/aWV/GqQwEO5MDeB3jgifnMH3KctaxtPJ7jD9vFrro66niWZx9ZzvLh1e0DSIalbwROI7qetCRJUhZsECOp/ALzgFVAC0lH67J+GzdaggzQQAMf5aODSeZt3LbPMOgruXJ+uv0ZPrNxeIIMcAIn9LyP920F+Bk/67iHe5qH73M7tw8e+/28f+vwBBngMA7rO4/ztgMMMDBiPCTdv1vy2y8e9Q5KkiSpYkySJVXCMfmfLSTJ37Sbx7zBZLWHnn1e6+7jvlaAZprjmZy5t9RxzuKswaHi3+N7+8yD7qU3pNuHcuiIw7GHX1d8myLdJFNg6ik8fpIkSZpmJsmSKuHFJK8vjWSUJH+Lbw0mtEdy5D7rM+9gRz3AfOb3j1aZ3p/9c+n2L/nlPhXg1aweTH6f4ImmUscpvu4ojhppvej0cWrBecmSJEmZMUmWVAmHkjTtgmS49Yiu47q5h3HYYa20HtVO+4tWserwP+KPDriBG9on80s3srH+Z/ys9XzOX/5FvrgfwAIW9F/ERTuG79tG2wDAHvaM+jq4ne2D169l7T7Drc/l3D0rWNEH8FW+umgXu/apEj/FUw3/xr/NBziBEzpP4ISRHpN+kuWgmoHDRotJkiRJlWN3a0mVsITC60uu1E7Dks6wjnVN61jX9AN+MP+1vHb3NVzz3EIWjtjhOnUyJx98F3eNuPTSAhb0f4/vPbOIRfsc4wiO6HmYh1v2srfuV/yq5eW8fMSK98/5+WDCvoUtDd10hxZaBudYt9ASr+bqZ9/Mm1c+wzNNx3DMYZdy6ZZjObYn7W79Zb6830521h/Igb1XcuX6Ue5OjuRxW0CgnsiY6zNLkiSpvOxuLan8AjeTzKtdQNLZeog22o56Da/ZdTqn7z2ao3s66Bh4gRfqf87P26/iqoXpUOiTOKnzNm57qomSo5hLJsnv4T1b/4F/2LyMZSMmmt/gG/Mu4qIVAKdx2p6f8tN1w5eJ2sjG+mM59rBNbGoouuyRkdZdfoqnGj7LZxddzuWLcuSGVJPbaBu4hEu2/CV/uW0JS0ZLfPfP/9wAvJrIhDt/S5IkaWpMkiWVVyAAa0iWNGoD9lk2aStb60aq7gI8x3P1Z3DGqod4qAXgH/iHDR/n4yXXUn6URxt3s7suEtnO9vq7uKv1Cq5Y+AzPNJ3Gabuv4qr1K1ixT2KaI8cxHHPoIzzSAnAqp+75JJ/cdBIndffQE27ipvZP8IllT/FUUyONsY++APAkTz56MAcPqY4PMMCn+NSif+VfFz3P8yNOcD6EQ3o+yAe3XMql+wz9LrIfyZzkZ4HziTw4yr6SJEmqAJNkSeUVaALuBZaSDB0ebXjxiB7hkcZjOObwHLmwkpW9T/P04xO5fSed4WzOPvBn/Kxjf/bv+yW/fHJ4YgtJgn0GZ6xax7qSpep38s5tv+E3rQ/wQCvAVrY+XDwEvJ9+zuGcA2/ghrkA53P+9ku5dNuxHNuTI8fd3N36GT6z+Kf8tAPgQi7cejmXbyzx6xYCc4GngfcS+fVE7rckSZKmzsZdksqteMzypL6FW83qvlfyyr0A+XnKE+qf0EZb/A7fWd9Ka9zAhsYP8aFlI+13JEf23cu9T3yQD25ezvK+4usO47Cef+af11/N1RvS5l711DN8HeTP8/mFaYL8YT686Rquef5lvKy7jbY4l7nxD/nDzp/wk2fexJt2AHyDbyy6lms7xnE37BkhSZKUAZNkSeU20hrAE3YkRw420lrHutJrNJWwjGX9x3P8XoD/4r/m9jLyEsYLWTjwBb6waT3rH9vAhkce4IHHN7Lxkcd5fO2f8Wc7cuR4jueaAA7l0J66YS+bV3HVAoB22gc+xae2lIrn83z+hXT7Sq5cMI67UJbHUZIkSRNjkiyp3IqHNU860QtlyBEXsagfoIuusJGNY1Zml7Gs/xiO6S1uzPXf/HdLL70B4DiO6xx+myd4ohmSynMrrSUr5wdzcG4xi3MAa1lbuhNZQd/Yu0iSJKncTJIllVsfSaI8wBReYx7l0cHloQ7ioEkljBvZOFiBnsvcUZeSKuUarpmbbp/P+buGX19PfQTop3/MrD5t/tVQeiR1HcnjBrBPQi5JkqTKM0mWVF6RCGyhsObvhD3Ko423c/scgIM4qHcVq0qutVzKUzzVcC/3tgIsZ3nf8LnE47GBDfVXcMUigIM5uPcNvGHP8H0O5MA+gMd4rHkrW0u+pq5hTfNOdtbnbzPy2O/k8Urva8mh25IkSaock2RJlbAZ6IdhCw8D13JtR98oI4mf47n6N/Gmg9Kq64VcOGT5p9/y26brub59tF++jW1153HegekxzuO8EZddGq0h2GY2172e16/cze46gC/xpeeHz0cGOIMzdgP00hs+wAf2H2DfXLyTznAJl6RrIPN6Xr+7xK9tIHncwCRZkiQpEy4BJan8Al8EzgaWkyxnNFgJPoADjsiRC2dx1q6X8/LOQzikt422uIlN9T/jZ+1Xc/XC7WyvBziBEzpv47ani+f63siN7Wdx1qrVrO4+i7N2n8AJXctZnmukMT7P8w23c3vbd/jOgi1saQA4giN6/pv/fmIOc/Z5sXs3797/l/yy/VzO3flyXt61lKW5bWyr/wW/aLuSKxemx/gYH9v0aT69eaS7upGN9b/H7x2+la2DMb+X9247mqN7cuTCGta0fJWvLlrL2mZImn89yINPtNAy0ovvSmAP8CSRV0zmoZckSdLUuMSIpEpYB4PtpJsZ2syLTWxquJIrF17JlQtLHeBMztz1Lb61vlQzrEd4pOURHmkZLYhX8+rd3+bb60dKkFOP83jz5/jckpGua6U1foJPbPw4H9820vWQNPu6nuuffgtvOeg5nmtcw5q2NaxpG2nfF/Gi7uu47pkSCXId0EjyuD092v2SJElS5dT/7d/+bdYxSJpt/o524LXAXJJGVF3pVUdxVNdylvc10hjrqCMS6ae/bg5zBlaxqvdMztz9T/zThk/wia1ttO2TTK5kZd/xHN+1kIW5BhpiAw3kyIUBBkIHHf2Hc3jv63n9rs/xuY1/x99t6aCjZIJ8AAf0tdLan96+l97QQcfAoRza+3bevv0Krlh/LufuHevurmBF7iIu2raABbkeekInnXV99IUGGljCktzJnNz5UT66+Wt8bcMSlpSaG90KdABbgf/kb7ljrN8rSZKk8nO4taTyCywBfgYsI5mXvD7bgGaEhcA84CngI0RuyjgeSZKkmmTjLknlF9kEvAD0kAy31thagO789gNZBiJJklTLTJIlVcpvSIZZ1wFNGccyE6RJ8jbg+YxjkSRJqlkmyZIq5QGSSnIERl2ySbSQvB53AQ/k15qWJElSBkySJVXKT0madu0maeCl0uYBfSSV5J9kHIskSVJNM0mWVBmR54A7gJ0kSxuNuCySqAfmkDxOO4Gbsw1HkiSptpkkS6qka0mGXPeQVEu1r7TKvgv4IZGeLIORJEmqdSbJkirpdpImVDtI5iU3ZBtOVZpLMiS9H/i3jGORJEmqeSbJkionMkCS+O0hmZ9sNXmoNpKh6DuBO4g8m3E8kiRJNc8kWVKl/RDoJRlOPBcI2YZTVeZRGI5+bcaxSJIkCZNkSZUW2Qb8J8mQ6zpgQbYBVY1WkiHoO0iGpN+ebTiSJEkCk2RJ0+MKkmryDpIkuSnbcDIXgCUk6yLvBr6RH5ouSZKkjJkkS6q8yGPAlcA2kvWAl2QbUOYWkjQx2wTcB3w/23AkSZKUMkmWNF0uA54mSQxbqN0mXs0k1fRtQCfwN1aRJUmSqodJsqTpkaz/+0mgm6Sb8yJqb0modJh1D7Ad+CqRp7INSZIkScVMkiVNn8gakqHFW0jWBd6f2up2vR/JfOxNwOMkc7UlSZJURUySJU23fyQZdr2BZI3gpZlGM33mkSyBtYlkOayPE+nLNiRJkiQNZ5IsaXpF9gCXkMzJfQGYQ9LIajZrI6kibyfpZv0JIg9nG5IkSZJGYpIsafpFngQ+CuwhGXq9EJifaUyV00oyrHwvsBX4VyI3ZRuSJEmSSjFJlpSNyG3AZ0jWTt4GLCbp+jybtALLSdZD3gj8F/DlTCOSJEnSqGqts6ykahL5NoFW4IP5SxYB9STV5Zmug6STdSdJgvxz4GMu9yRJklTdTJIlZSvyrwQGgA+RdLxeTNIBeiPM2IRyEUlVfBdJo65bgA/bqEuSJKn6hRhj1jFIEgTeCvw1SSOvZSQJ8gagN8uwJqiepHrcTlIN3wH8APh7IrksA5MkSdL4mCRLqh6BE4AvkFST99/L3uY66ra30roNqPYXqw6SuCHp2r0H+DRwDbHqY5ckSVKeSbKk6hI4APjSTna+aBe7FtRRN38JS3KNNL4AdGcd3ggaSKqYereRAAATB0lEQVTHbSTLO20maUT2YSJ3ZhmYJEmSJs4kWVLVuTHc2LSYxR9awpJ3BkLLARywqIGGVpI5vtugKoYu1wHzSJav6ieZe9wJ3Ah8msi2DGOTJEnSJJkkS6o6IYR5QPvn+NzKd/LODy1l6VHAXArdr/cCO0mS0unWTJIcd+TP7yRZ/3gD8Kn80laSJEmaoUySJVWVEEI6fBkgfpJPbvpb/vY84C9IGmLNIUlSW4A+kuryLpJqbsXCGvZ7cyTJ8a789rXAF4jsrWAMkiRJmgYmyZKqSghhIUkiCrA7xrg7uYIFwJuBtwLL2beiu5ekstxNeTpiN+TjaCVJkOvzx9+Z/117gOuA7xF5sgy/T5IkSVXAJFlS1QghNFHoEN0P/P/t3X9s3Hd9x/Hn53y+c2IndZM6bdNCRWk6pnYdKhIQ1C5iGxIDBoJVgopOSOWPbpAJ0GCaVqr9tSJNbGLaqLRNqtaNgboiYBuiY0xDhU0VlRpKCwq0Ii20VVI7o0kT27Hvx2d/fL5f3/lyZzu2L/c9+/mQLvfN3ee+97mTfLrXvT8/pmPnh1SgBNwKfAC4hRRed5PCcoVU9Y2ksJwH5gap4ltn+SrZIXt8ObseJQXjsez/kKrVZ0lV4xrwE+BLwDeIAxnuLUmSpD4yJEsqjBDCZaSgC3AqxrhiCH0uPHfNfvbfVqHyPlJVOZAqzGNtl/IFdKEBLNAK2OdI+zXXgG+ShlX/wC2dJEmSti5DsqRCCCHsAC7N/luPMU6v0n4v8Gqg9kW++Mzt3P464Ka2y1VtzfNKcZkUpPNqM6Tqcl5pzm87DfwAeHLpEjm7oRcoSZKkoWBIllQIIYR9tKq+v4gxdt0TOYQQgElSCB7Nbv5xjHF+eUP2AjeS5i9PZZe8Uj1CqhA3SCtTz2SXl4CjwPNWiyVJkranCxmGKEl9kVWR88+jxRUCcom0L/EErYDcfZGuyP8Bj2xuTyVJkrTVGZIlFcFE2/GZbg2yraH2kD63drbdNQ+U+tc1SZIkbSd+sZQ0UCGEMdqqwjHGhS5t8lWv21ehPksaLn2ONMdYkiRJ2jAryZIGbVfb8XlV5Gwo9iStIFwhzSMeobXQlj/4SZIkaVMYkiUNzGpV5BDCBGkP5FxnlbmeXRuSJUmStCn8Yimpr0Iy2uPu9irysi2WQgiTLA/IcywPybNYSZYkSdIm84ulpH67DJjKqsJLOqrItfYVrUMIl7B8ca4zpL2Ley3w5WeZJEmSNoVfLCX1TbancR6ExzruXmkuciW7jsDLMcYzwDitz6z5GGOdViXZhbskSZK0KZyTLKlvYowxhBBJIXYpyK5URc6cBnYAczHGWha2u1WRm6QFvPzBT5IkSZvCkCyp37oF2RVXtI4xLgKLbTd1qyKDc5IlSZK0yQzJkvptWZDtVUUOIewmzUOezYZXk93eq4oMKYDnzUKMMSJJkiRtgNUXSf22LMjSUUXOVr/eQwrCJdIw63a9qsgAjX50WJIkSduXlWRJ/dZsO67SVkUmDam+rO02aKsUr1JFhrQN1ChwziqyJEmSNoMhWVK/tYfkzn2Pp0jzlSENy/5FjLF9L+SVqsj53OXpze2uJEmStjNDsqR+y0PyCKnqW8uOd9EKwA1SQK7lD1pDFVmSJEnadIZkSf2WD4MeBxZI+yUHWvOJa6SA3Dm/eCcrVJElSZKkfjAkS+q3JikUj9GqJudDpM8BL3fOJ+6ywNfZi9BPSZIkyZAsqe+apBWrA1AhLbYFaaun0z0e015FPtc+DFuSJEnqJ0OypLUJhPNui6xlRekmKfTm5oDTMcbZbo2diyxJkqRBMiRLaklBuNR2CW2Xbu0hzTnOL02gSVy2f3GktYL1OeBkjPHcCr0Yb29vFVmSJEkXkyFZ2s5SKB4hBeIRlofhzpDcLShHzg/Jecsm0IzERiBMk+Ykv9CxxdPy7oRQwiqyJEmSBsiQLG1HgRLp77+8dEsrKOfhONcegju1B+lcs+NSjsRfAPXsspL2baHmrCJLkiTpYjMkS9tJWFpdOg+ieVDOQ26TtDVTg9b+xms/+/Kh2vnnS5MUjgMwSqAB1DuGZBNCKNOauxyxiixJkqQBMCRLW10aUt0ehvMAm8/7zSu8a1mEayWRVsDO5c9VaXuuNMQ7EIEacam6vItWWD/bZd9kSZIkqe8MydJWlirHFViae1wmBdcmsMjyQNsP+fNAK6iXs9trpAhfPsShSNomKn+M+yJLkiRpIEqrN5E0dAKBQAWoksLxGCksR2Ahu1zsSm2dtLr1QtaPat6/PezZd4AD+Y92Z2KMG61qS5IkSetiSJa2mkCZFIrLpPnHVVJ1dp5U1b3QucabLa8unwN4iqfGRxjZcTVXl9/G28qROD/Y7kmSJGk7c7i1tJWk6nE+pDqfB3wxhlWvRwQWJpho7md/aRe7Km/hLS8DYwQW2+YqS5IkSRdNcFSjtAWkxbkqsLR6dZkUjBdXelhRTDMdFlmsXs3VgTRXOS0mFoej/5IkSdo6DMnSsEsBeYy0OFeVVEUuavV4NfkQ8TopLDeBBeKGV96WJEmS1sSQLA2zQIlWMK5mt+YLYw2r/LWkgGxQliRJ0kVkSJaGVauCnIfKfOXqrSCviuevyaAsSZKki8LVraVhtLUDMrReT/sQ8uqKj5AkSZI2gSFZGk5Vzq+2bjXnB+WwtGK3JEmS1BeGZGnYpKDYOQd5q8qDcol81e7g1nWSJEnqH79sSsMkBcR8BegScG6wHboo8qCcV80h0CTSHGSnJEmStDVZSZaGRZqHPEraC7nM8K9ifSGapC2hRmFpT2hJkiRp0xmSpeFRgaWgXIdtV0nNX3Mabh4YHXB/JEmStAUZkqVhEBghVZDzCmptgL0ZpEXS51Yach78DJMkSdLm8gumVHRhaXhxiRSUFwfboYGKOOxakiRJfWRIloqvPRA22H7DrDt1Drt2AUJJkiRtGkOyVGSpipyvaB3Y3lXkdvmw63zotSRJkrQpDMlSsY1k12VSBVVJJFWTy6Rqsp9lkiRJ2hR+sZSKLYXAVEU2JC9XJ/2IkK/4LUmSJG2YIVkqqrBsOHGT7bMn8lo1SO9JGRjJhqZLkiRJG2JIloorX7BrhO275dNq8moyODdZkiRJm8CQLBVRWArHZVrzb3W+Oix7ryRJkqQNMSRLxZQHvhE65iK/k3dO7WPfb+1k56fLlL8aCD8PhNlAmK1Q+du1nPxH/CjcwA2vm2TyjirVz40w8t1AeDk/z1VcdeuFdPYe7tkxwcQnsvO8EAgzJUrfH2PsMwc5+KqVHnsXd+3aw57bxhj7TJnyN0uUngqE44FwKhCeK1P+jwkmPnEbt+3pcYoG+erfYamqLEmSJK1LiNFpjlLhBKqk4dZVYH75XWG218NGGf3CIot3rXb6SSY/eJrTf9fr/v3sf/uLvPjdtXT1Zm6+9gme+GokXtejyStTTN05zfTD3e68kivfeoITX1/DU528nMs/fIIT/9Vxe4nW+1Qnuk2WJEmS1s/hiVIxjZDC34q/YgXC8yVKP2nQ+M0LPH/7Ile1EqUfAqNNmjdeyEkOc3jiCZ74Sh6QK1Tu38veL48yOn+Sk4fmmPsksHuGmX88wIHfeIZnnuzxOl4oU36kSvX7VaovTDBxIhJLZzl71Su88t469fcAl73ESw9dz/W/9jRPP9X28Hwo+ggOS5ckSdIGGZKlomnt+ds19O1gx70TTBx5A294/GEenn4Tb3r1Yzx29EKe4lIuPdqg8Yd72fv4YQ4/+Uk+ubCTnXfPM39BIfl+7v94JB4AGGf87rOc/Vzb3Y9dwzXf+Tk//09g57M8++fA2zvP8RAPPXILt/zSCk/zlSmm3nWSkw8ClWd59k+A2zvaRFhaDVySJElaN0OyVDyltuvzVrWeY+7PNvoEz/Ls48DjGznHgzxYnmf+IwCB8OPv8b2/6mzzM372vSrVBxZZ/HCDxq3Xcu3Nxzh2pL3NLdyyavV3hpmvlyg9HYnX16m/pUuTBvn7FigRrShLkiRpfay6SMVTojUcujHIjqzkY3zsEHAJwA52/PMN3NB1aPiVXPlP+fFxjr97vc8XCGezw7EudzdZ/uOCJEmStC5+mZSKp33YcGFX1nuFVw7mx1NM9Vzk6z7uOwLMAdSoHezVbiU3cdOBJs2bAEqUnu7SJK8cB/xckyRJ0gb4ZVIqnpBdChuQAWrUfjk/PsShbsEVgHfwjkaJ0k8BGjRWmnu8zD3cs+P1vP61E0z8wQ/54TfJpofsZvffdGmev1fOS5YkSdKGOCdZKp6hCMlNmldlh7MP8MDpldqWKL3QpPkrwNTn+Xzlo3y06zZNk0zecZrTPfd6HmPss0c5+mCPuyOt906SJElaFysuUpGEpYBX+JAciROwbK5wT4Ewlx9/m29PXOhzlSj94DW85tZ55v/0Cq7o3SVDsiRJkjbISrJULO0huegrNOcLaJ23AncXC/nBNNPdFt4C4D28598f47Ej6QELY6c4de0ZzvxOnfq7n+O5B/ax74+mmX64x8ML/aOCJEmShoMhWSqmwleSgXPZ9ega2lbzg33sO9erUTZsu33o9hHgy5dy6e2nOPX3M8z8yySTv3+KU1/ocYqQ/RuIhX//JEmSVEAOt5aKZWiGCufDrPNh1yuJxJ358Vt566rDszu9zMtfGmX0K0DpNKf/8v28/9ILPYckSZK0FoZkqViGpvpZovRidjj+IT50yUptmzSvzg5nei3atZoJJr6eP9+3+Nbb1nMOSZIkaTWGZKmY8kWoCmuU0aP58SM8cn2vdt/gGyNNmtcCjDDyk/U+X5Xqyfx4gYVXr9jYodaSJElaJ0OyVCyx7brQIXk3ux/Nj2eYubVXu4/wkZuBcYBRRh/t1W4188zvz49LlLoN2R6GedySJEkqOEOyVCRxeELyvdz7HbJFtuaZ/+AJTnRtd5zjv5sfX8mV/7be55tl9r358W52/6hLkzwkG5QlSZK0boZkqXjyoFfokHwnd9Z2sOM+gEh83XVc9/HONtdwzRsXWfwQwAgj3z3GsSOdbSaZvOOzfLbaeXu7Xew6XKf+doBAeO5BHvzfLs0MyZIkSdqwEKPfJ6VCCYyRtlWqAPOdd7+KVx08w5nX5v+vU987y+y9ACOMPDrBxD+0t++1XdIkk3e0/3+W2d+uU38XwBhjf1Gl+nR+3y52/fR5nj9vqPRhDk/cx33/E4kHACpU7r+Myx4aZXR+hplDc8x9CpgA5q/jul9/hmee7DxHidLRSJyoUPnaTnY+uotdx8YYm51nfuI0p2+YY+4DDRoHs+aLV3DF+45z/NvnvWtp3+ZzQJ3Y2pdZkiRJuhCGZKloAhVSSM5D37I/0gqVv61Ru6PbQ7uJxPHuTxNm13qOUUa/sMjiXd3uu5mbr32CJ74aidf1ePgrU0zdOc30w93uzELyygtxpf6+eDmX/95xjv93l7tHaP2oUCNSW+18kiRJUjcOt5aKp0krGBf+b/QIR459ik8dHGf80yVKR4BTwFwgPF2l+tdv5s1v7BWQAW7kxnePM/7HZcr/WqL0VCC8BNSBM4FwrEz5a5dwyV13c/ev9gjIkN6nZnbc2NQXKEmSpG3FSrJUNIESqYpcJYXlde0rvM1USSG5RmRu0J2RJEnS8Cp8lUraduJSRbSJf6NrlVeSm6s1lCRJklbiF3CpmJqkYcOFXuG6IPLPMUOyJEmSNsyQLBVTg1bgKw+yI0OgTGset/ORJUmStCGGZKmY6m3XhuSVjZDep0g0JEuSJGljDMlSEcWlqmidNOTav9Xu8h8Q8vdKkiRJ2hC/eEvFlaqjaSix1eTuyiyvukuSJEkbYkiWiioNHY6k8Dcy4N4UUYlUZa8Djaz6LkmSJG2IIVkqthQAU1geHXBfiqZ9wS6ryJIkSdoUhmSp2NqHEltNbgm4YJckSZL6wJAsFVlcqpLmYdlqclKhtZd0bcB9kSRJ0hZiSJaKr0YaUlwjDTHe7n+3+XuwCDSJDrWWJEnS5tnuX7al4otLAbmRXSqD7dDAjdJa+XtxwH2RJEnSFmNIloZBXFrAa5E0H3e7Druu0Kqq14k0B9wfSZIkbTGGZGl45FXT7TrsukxarGuRVF+3iixJkqRNt92+ZEvDK7ZVUFvDrsNA+3TxlEjV8xppwS4DsiRJkvrCkCwNk7g0NzlVU6E62A5dFIH0g0CD9ANBzS2fJEmS1C+GZGnYRBZI1dSF7JatHpSrtBbpamQ/FEiSJEl9YUiWhtMCKTgu0Kq0bkVj2XX6YSAu/TAgSZIk9UWIMQ66D5IkSZIkFYKVZEmSJEmSMoZkSZIkSZIyhmRJkiRJkjKGZEmSJEmSMoZkSZIkSZIyhmRJkiRJkjKGZEmSJEmSMoZkSZIkSZIyhmRJkiRJkjKGZEmSJEmSMoZkSZIkSZIyhmRJkiRJkjKGZEmSJEmSMoZkSZIkSZIyhmRJkiRJkjKGZEmSJEmSMoZkSZIkSZIyhmRJkiRJkjKGZEmSJEmSMv8PGhAtwzI3iu8AAAAASUVORK5CYII=",
            "text/plain": [
              "<Figure size 1200x800 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "node_idx = 101\n",
        "captum_model = to_captum(model, mask_type='node_and_edge', output_idx=node_idx)\n",
        "ig = IntegratedGradients(captum_model)\n",
        "edge_mask = torch.ones(data.num_edges, requires_grad=True, device=device)\n",
        "\n",
        "attr_node, attr_edge = ig.attribute(\n",
        "    (data.x.unsqueeze(0), edge_mask.unsqueeze(0)),\n",
        "    target=int(data.y[node_idx]),\n",
        "    additional_forward_args=(data.edge_index),\n",
        "    internal_batch_size=1)\n",
        "\n",
        "attr_node = attr_node.squeeze(0).abs().sum(dim=1)\n",
        "attr_node /= attr_node.max()\n",
        "attr_edge = attr_edge.squeeze(0).abs()\n",
        "attr_edge /= attr_edge.max()\n",
        "\n",
        "fig = plt.figure(dpi=200)\n",
        "explainer = Explainer(model)\n",
        "ax, G = explainer.visualize_subgraph(node_idx, data.edge_index, attr_edge, node_alpha=attr_node, y=data.y)\n",
        "ax.axis('off')\n",
        "plt.show()"
      ]
    }
  ],
  "metadata": {
    "colab": {
      "provenance": []
    },
    "kernelspec": {
      "display_name": "gnnbook",
      "language": "python",
      "name": "python3"
    },
    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "name": "python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython3",
      "version": "3.8.16"
    },
    "vscode": {
      "interpreter": {
        "hash": "7fa0016a911d70e86532c5706c9b4690ef8aee26a1d06018a1e37e463667ff8c"
      }
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}
